Model2 Regressions - V02
Mike Wise
26 Mar 2017
Data pre-processed and analyzied from chat logs and web logs by Marcus Collins.
Analysis based on R-Scripts from Jacob LaRiviere.
R-Markdown and plots from Mike Wise.
Initialization of libraries
library(tidyverse,quietly=T,warn.conflicts=F)
library(lubridate,quietly=T,warn.conflicts=F)
library(scales,quietly=T,warn.conflicts=F)
library(zoo,quietly=T,warn.conflicts=F)
library(lmtest,quietly=T,warn.conflicts=F)
library(sandwich,quietly=T,warn.conflicts=F)
library(gridExtra,quietly=T,warn.conflicts = F)
library(knitr,quietly=T,warn.conflicts = F)Set random seeds, record start time and version.
set.seed(1234)
version <-0.1
versionstring <- sprintf("Version %.1f",version)
starttime <- Sys.time()
startfmttime <- sprintf(format(starttime, "%d %b %Y - %H:%M:%S"))
print(sprintf("%s created on %s",versionstring,startfmttime))## [1] "Version 0.1 created on 26 Mar 2017 - 19:04:18"Various constants
tztz <- "UTC" # Apparently all of our time zones are UTC...
s2date <- function(strdate){
return(as.POSIXct(strdate,tz=tztz))
}
firstday <- s2date("2015-01-01") # we will count days from the first day in 2015
smcdates <- c("2016-08-17/red/0-30%","2016-09-1/red/30-50%","2016-09-07/red/50-100%")
xbxdates <- c("2016-10-11/purple/0-10%","2016-10-18/purple/10-30%","2016-11-01/purple/30-50%","2016-12-15/purple/50-90%",
"2016-11-17/blue/content change")
totdates <- c(smcdates,xbxdates)
smcback <- "lightsteelblue1"
xbxback <- "darkseagreen2"
xabback <- "darkseagreen3"
totback <- "wheat"
fpath <- "../TorontoData"
sdate <- s2date("2016-06-01")
mdate <- s2date("2017-01-01")
edate <- s2date("2017-03-07")
verbose <- 2
justdoone <- F # for testingMisc utility functions
crackdate <- function(datestr){
sar <- unlist(strsplit(datestr,"/"))
sdate <- sar[[1]]
date <- s2date(sdate)
val <- 0
sval <- sar[[3]]
levpart <- sar[[3]]
pctpresent <- F
if (grepl("%",levpart)){
levpart <- gsub("%","",levpart)
val <- as.numeric(unlist(strsplit(levpart,"-"))[[2]])
sval <- gsub("-","_",levpart)
pctpresent <- T
}
return(list(date=date,sdate=sdate,val=val,sval=sval,pctpresent=pctpresent))
}
addStepDateToVek <- function(dates,idx,dtvek,vvek){
cd1 <- crackdate(dates[[idx]])
if (!cd1$pctpresent){
# if there is no % don't do anything
return(vvek)
}
dt1 <- cd1$date
if (idx<length(dates)){
cd2 <- crackdate(dates[[idx+1]])
dt2 <- cd2$date
} else {
dt2 <- max(dtvek)
}
#print("addstepdate")
#print(dt1)
#print(dt2)
val <- cd1$val
tochg <- dt1<=dtvek & dtvek<= dt2
vvek[ tochg ] <- val
#print(sprintf("changed %d values to %d",sum(tochg),val))
return(vvek)
}
getStepDates <- function(dates,dtvek){
vvek <- rep(0,length(dtvek))
for (i in 1:length(dates)){
vvek <- addStepDateToVek(dates,i,dtvek,vvek)
}
return(vvek)
}
getSmcStepDates <- function(dtvek){
return(getStepDates(smcdates,dtvek))
}
getXabStepDates <- function(dtvek){
return(getStepDates(xbxdates,dtvek))
}Plot functions
addVlinesAndText <- function(vlines,gp){
if (is.null(vlines)) return(gp) # do nothing in this case
# split the lines and convert to data.frame
sar <- strsplit(vlines,"/")
# the following reforms the date strings into a data.frame for geom_vline
ldf <- data.frame(t(matrix(unlist(sar),length(sar[[1]]),length(sar)))) #tricky
names(ldf) <- c("dt","clr","lab")
ldf$dt <- s2date(ldf$dt)
ldf$ndt <- as.numeric(ldf$dt)
# add a newline to the front so as to display the text
# this keeps the text from writing on top of the vline
ldf$lab <- paste0("\n",ldf$lab)
# now actually add the verticle lines and the text
gp <- gp + geom_vline(xintercept=ldf$ndt,color=ldf$clr) +
annotate(geom="text",x=ldf$dt,y=0,label=ldf$lab,color=ldf$clr,hjust=0,angle=90,na.rm=T)
return(gp)
}
addBackground <- function(backg,gp){
if (is.null(backg)) return(gp) # do nothing in this case
gp <- gp + theme(panel.background = element_rect(fill = backg))
return(gp)
}
overdate <- function(ovdate,defdate){
# date override
rv <- defdate
if (!is.null(ovdate)) {
rv <- ovdate
}
return(rv)
}
dailyplot <- function(ddf,x,y,mtit="",xlab="date",ylab=NULL,vlines=NULL,backg=NULL,series=NULL,ovsdate=NULL,ovedate=NULL){
# Single series plot with monthly breaks on the x-axis
# override dates if needed
dpsdate <- overdate(ovsdate,sdate)
dpedate <- overdate(ovedate,edate)
brkctrl <- "1 month"
dltdays <- difftime(dpedate,dpsdate,"days")
if (dltdays<30) brkctrl <- "1 day"
gp <- ggplot(ddf,aes_string(x=x,y=y)) +
geom_line(aes_string(color=series),na.rm=T) +
xlab(xlab) + ylab(ylab) + ggtitle(mtit) +
scale_x_datetime("Date",breaks = date_breaks(brkctrl),limits=c(dpsdate,dpedate))
gp <- addVlinesAndText(vlines,gp)
gp <- addBackground(backg,gp)
return(gp)
}
residplot <- function(ddf,x,y,mtit="",xlab="date",ylab=NULL,vlines=NULL,backg=NULL,series=NULL,ovsdate=NULL,ovedate=NULL){
# Single series plot with monthly breaks on the x-axis
# override dates if needed
dpsdate <- overdate(ovsdate,sdate)
dpedate <- overdate(ovedate,edate)
brkctrl <- "1 month"
dltdays <- difftime(dpedate,dpsdate,"days")
if (dltdays<30) brkctrl <- "1 day"
gp <- ggplot(ddf,aes_string(x=x,y=y)) +
geom_point(aes_string(color=series),na.rm=T) +
xlab(xlab) + ylab(ylab) + ggtitle(mtit) +
scale_x_datetime("Date",breaks = date_breaks(brkctrl),limits=c(dpsdate,dpedate)) +
theme(axis.text.x = element_text(angle = 30, hjust = 1))
gp <- addVlinesAndText(vlines,gp)
gp <- addBackground(backg,gp)
hp <- ggplot(ddf) + geom_histogram(aes_string(x=y),bins=30)
hp <- addBackground(backg,hp)
ghp <- grid.arrange(gp, hp, ncol=2,widths = c(2,1))
return(ghp)
}Read in consolidated chat, call, and session volume data
stload <- Sys.time()
tfname <- sprintf("%s/%s",fpath,"colsolidatedTorontoData01.csv")
condf <- read.csv(tfname)
minsessfilt <- 5000
nbef <- nrow(condf)
condf <- condf %>% filter(minsessfilt<actsess)
naft <- nrow(condf)
print(sprintf("Filtered %d of %d hours because sessions less than %d",(nbef-naft),naft,minsessfilt))## [1] "Filtered 9 of 5815 hours because sessions less than 5000"condf <- condf %>% mutate( dt = as.POSIXct(dt,tz=tztz) ) %>%
mutate( log_winchib = log(winchib) ) %>%
mutate( log_wincall = log(wincall) ) %>%
mutate( log_xbxchib = log(xbxchib) ) %>%
mutate( log_xbxcall = log(xbxcall) ) %>%
mutate( rate_winchib = winchib/actsess ) %>%
mutate( rate_wincall = wincall/actsess ) %>%
mutate( rate_xbxchib = xbxchib/actsess ) %>%
mutate( rate_xbxcall = xbxcall/actsess )
dcondf <- condf %>% group_by(dnum) %>% summarise(dt=min(dt),
totchib=sum(totchib),winchib=sum(winchib),xbxchib=sum(xbxchib),
totcall=sum(totcall),wincall=sum(wincall),xbxcall=sum(xbxcall),
actsess=sum(actsess),actuser=sum(actuser)
)
elap <- as.numeric((Sys.time()-stload)[1],units="secs")
print(sprintf("Loading consolidated data took %.1f secs",elap))## [1] "Loading consolidated data took 0.1 secs"chats
if (verbose>=2){
pltdf <- dcondf %>% gather(series,chib,-dt) %>% filter(series %in% c("totchib","winchib","xbxchib"))
dailyplot(pltdf,"dt","chib",series="series",mtit="Chats In Block",ylab="Sum",vlines=totdates,backg=totback)
}
# calls
if (verbose>=2){
pltdf <- dcondf %>% gather(series,call,-dt) %>% filter(series %in% c("totcall","wincall","xbxcall"))
dailyplot(pltdf,"dt","call",series="series",mtit="Calls",ylab="Sum",vlines=totdates,backg=totback)
}
# sessions
if (verbose>=2){
pltdf <- dcondf %>% gather(series,active,-dt) %>% filter(series %in% c("actsess","actuser"))
dailyplot(pltdf,"dt","active",series="series",mtit="Sessions",ylab="Sum",vlines=totdates,backg=totback)
}
regression code
results1 <- list()
results2 <- list()
initResults <- function(){
results1 <<- list()
results2 <<- list()
}
addToResults1 <- function(newresults){
results1[[length(results1)+1]] <<- newresults
}
addToResults2 <- function(newresults){
results2[[length(results2)+1]] <<- newresults
}
listtodf <- function(lst){
nr <- length(lst) # rows
if (nr==0) return(NULL)
nvek <- names(lst[[1]])
nc <- length(nvek) # columns
df <- data.frame(idx=1:nr) # preallocate length
for (i in 1:nc){
iname <- nvek[i]
df[[iname]] <- sapply(lst,`[[`,iname)
}
return(df)
}
getResults1 <- function(){
return(listtodf(results1))
}
getResults2 <- function(){
return(listtodf(results2))
}
getregdf <- function(df,vname,discdate,befdays,aftdays,dates){
# filter on time
sregdate <- discdate - days(befdays)
eregdate <- discdate + days(aftdays)
df <- df %>% filter( sregdate <= dt & dt <= eregdate)
df <- df %>% mutate( hour=as.factor(hour(dt)) ) %>%
mutate( dow=as.factor(wday(dt))) %>%
mutate( idx=1:nrow(df) )
# add level variables
cutidx <- which(df$dt==discdate)
df <- df %>% mutate( lin1=if_else(idx<cutidx,idx-cutidx,0L)) %>%
mutate( lin2=if_else(idx<cutidx,0L,idx-cutidx)) %>%
mutate( lin0=1 ) %>%
mutate( postchange=if_else(idx<cutidx,0L,1L) )
return(df)
}
formlist = list(
formel1="%s ~ hour + dow + lin1 + lin2 + postchange",
formel2a="%s ~ hour * dow - 1",
formel2b="%s ~ lin1 + lin2 + postchange"
# formel2b="%s ~ lin0 + postchange"
)
doregression <- function(df,vname,formel,chgdate,befdays,aftdays){
df <- getregdf(df,vname,chgdate,befdays,aftdays,dates)
formstr <- sprintf(formlist[[formel]],vname)
form <- as.formula(formstr)
fit <- glm(form,data=df)
summary_fit <- summary(fit)
coeftest_fit <- coeftest(fit, vcov = vcovHC(fit, "HC1"))
if (verbose>0){
print(summary_fit)
print(coeftest_fit)
}
df$resid <- resid(fit)
df$predicted <- df[[vname]]-df$resid
# for debugging
ffit <<- fit
sfit <<- summary_fit
cfit <<- coeftest_fit
return(list(df=df,formstr=formstr,fit=fit,sfit=summary_fit,cfit=coeftest_fit))
}
regress1 <- function(df,vname,area,backg,dates,chgdate,mtit1,befdays=7,aftdays=7,model="model1"){
crk <- crackdate(chgdate)
idx <- length(results1)+1
print(sprintf("%d Regression for %s %s on %s",idx,vname,model,chgdate))
rv <- doregression(df,vname,"formel1",crk$date,befdays,aftdays)
if (verbose>0){
df1 <- rv$df %>% gather_("series",vname,c(vname,"predicted"))
mtit <- sprintf("%d - %s - %s",idx,mtit1,rv$formstr)
plt <- dailyplot(df1,"dt",vname,series="series",mtit,ylab="Sum",
vlines=dates,backg=backg,ovsdate=min(df1$dt),ovedate=max(df1$dt))
print(plt)
mtit <- sprintf("%d - Residuals - %s - %s",idx,mtit1,rv$formstr)
plt <- residplot(df1,"dt","resid",mtit,ylab="Sum",
vlines=dates,backg=backg,ovsdate=min(df1$dt),ovedate=max(df1$dt))
}
newresults <- list(var=vname,
title=mtit1,
chgDate=crk$sdate,
chgVal=crk$sval,
model=model,
formula=rv$formstr,
chgCoef.fit=rv$fit$coefficients["postchange"],
chgCoef.smry=rv$sfit$coefficients["postchange",1],
chgStd.smry=rv$sfit$coefficients["postchange",2],
chgTval.smry=rv$sfit$coefficients["postchange",3],
chgPval.smry=rv$sfit$coefficients["postchange",4],
chgZval.cfit=rv2$cfit["postchange","z value"],
chgPval.cfit=rv2$cfit["postchange","Pr(>|z|)"]
)
addToResults1(newresults)
}
regress2 <- function(df,vname,area,backg,dates,chgdate,mtit1,befdays=7,aftdays=7,model="model2"){
crk <- crackdate(chgdate)
idx <- length(results1)+1
print(sprintf("%d Regression for %s %s on %s",idx,vname,model,chgdate))
# step 1
rv1 <- doregression(df,vname,"formel2a",crk$date,befdays,aftdays)
if (verbose>0){
df1 <- rv1$df %>% gather_("series",vname,c(vname,"predicted"))
mtit <- sprintf("%d - %s - %s",idx,mtit1,rv1$formstr)
plt <- dailyplot(df1,"dt",vname,series="series",mtit,ylab="Sum",
vlines=dates,backg=backg,ovsdate=min(df1$dt),ovedate=max(df1$dt))
print(plt)
mtit <- sprintf("%d - Step 1 Residuals - %s - %s",idx,mtit1,rv1$formstr)
plt <- residplot(df1,"dt","resid",mtit,ylab="Sum",
vlines=dates,backg=backg,ovsdate=min(df1$dt),ovedate=max(df1$dt))
}
newresults <- list(var=vname,
title=mtit1,
chgDate=crk$sdate,
chgVal=crk$sval,
model=model,
formula=rv1$formstr,
aic=rv1$fit$aic,
deviance=rv1$fit$dev
)
addToResults1(newresults)
# step 2
df2 <- rv1$df
df2$step1residuals <- rv1$fit$residuals
vname2 <- "step1residuals"
rv2 <- doregression(df2,vname2,"formel2b",crk$date,7,7)
if (verbose>0){
df1 <- rv2$df %>% gather_("series",vname2,c(vname2,"predicted"))
mtit <- sprintf("%d - %s - %s",idx,mtit1,rv2$formstr)
plt <- dailyplot(df1,"dt",vname2,series="series",mtit,ylab="Sum",
vlines=dates,backg=backg,ovsdate=min(df1$dt),ovedate=max(df1$dt))
print(plt)
mtit <- sprintf("%d - Step 2 Residuals - %s - %s",idx,mtit1,rv2$formstr)
plt <- residplot(df1,"dt","resid",mtit,ylab="Sum",
vlines=dates,backg=backg,ovsdate=min(df1$dt),ovedate=max(df1$dt))
}
newresults <- list(var=vname,
title=mtit1,
chgDate=crk$sdate,
chgVal=crk$sval,
model=model,
formula=rv2$formstr,
chgCoef.fit=rv2$fit$coefficients["postchange"],
chgCoef.smry=rv2$sfit$coefficients["postchange",1],
chgStd.smry=rv2$sfit$coefficients["postchange",2],
chgTval.smry=rv2$sfit$coefficients["postchange",3],
chgPval.smry=rv2$sfit$coefficients["postchange",4],
chgZval.cfit=rv2$cfit["postchange","z value"],
chgPval.cfit=rv2$cfit["postchange","Pr(>|z|)"]
)
addToResults2(newresults)
}
regressoverdates <- function(model,df,vname,area,title,befdays=7,aftdays=7){
if (model=="model2" & grepl("^log",vname)) return(NULL) # model2 is pointless for logs
if (area=="SMC"){
dates <- smcdates
backg <- smcback
} else {
dates <- xbxdates
backg <- xbxback
}
atit <- sprintf("%s - %s",area,title)
for (chgdate in dates){
if (model=="model1"){
regress1(condf,vname,area,backg,dates,chgdate,atit,befdays=7,aftdays=7)
} else {
regress2(condf,vname,area,backg,dates,chgdate,atit,befdays=28,aftdays=28)
}
}
}initResults()
justdoone <- F # for testing
verbose <- 2
m <- "model2"
if (justdoone){
regressoverdates(m,condf,"winchib","SMC","Hourly Chats")
# regressoverdates(m,condf,"winchib","Xbox","Hourly Chats")
} else {
regressoverdates(m,condf,"winchib","SMC","Hourly Chats")
regressoverdates(m,condf,"log_winchib","SMC","log(Hourly Chats)")
regressoverdates(m,condf,"rate_winchib","SMC","Hourly Chat Rate per Session")
regressoverdates(m,condf,"wincall","SMC","Hourly Chats")
regressoverdates(m,condf,"log_wincall","SMC","log(Hourly Chats)")
regressoverdates(m,condf,"rate_wincall","SMC","Hourly Chat Rate per Session")
regressoverdates(m,condf,"xbxchib","Xbox","Hourly Chats")
regressoverdates(m,condf,"log_xbxchib","Xbox","log(Hourly Chats)")
regressoverdates(m,condf,"rate_xbxchib","Xbox","Hourly Chat Rate per Session")
regressoverdates(m,condf,"xbxcall","Xbox","Hourly Chats")
regressoverdates(m,condf,"log_xbxcall","Xbox","log(Hourly Chats)")
regressoverdates(m,condf,"rate_xbxcall","Xbox","Hourly Chat Rate per Session")
}## [1] "1 Regression for winchib model2 on 2016-08-17/red/0-30%"
##
## Call:
## glm(formula = form, data = df)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -245.88 -22.75 5.00 27.50 131.50
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## hour0 282.625 16.798 16.825 < 2e-16 ***
## hour1 289.250 16.798 17.220 < 2e-16 ***
## hour2 280.000 16.798 16.669 < 2e-16 ***
## hour3 231.625 16.798 13.789 < 2e-16 ***
## hour4 212.625 16.798 12.658 < 2e-16 ***
## hour5 191.375 16.798 11.393 < 2e-16 ***
## hour6 164.125 16.798 9.771 < 2e-16 ***
## hour7 164.750 16.798 9.808 < 2e-16 ***
## hour8 156.500 16.798 9.317 < 2e-16 ***
## hour9 146.125 16.798 8.699 < 2e-16 ***
## hour10 144.875 16.798 8.625 < 2e-16 ***
## hour11 165.125 16.798 9.830 < 2e-16 ***
## hour12 200.875 16.798 11.958 < 2e-16 ***
## hour13 251.250 16.798 14.957 < 2e-16 ***
## hour14 308.375 16.798 18.358 < 2e-16 ***
## hour15 281.750 16.798 16.773 < 2e-16 ***
## hour16 319.500 16.798 19.020 < 2e-16 ***
## hour17 336.000 16.798 20.003 < 2e-16 ***
## hour18 345.125 16.798 20.546 < 2e-16 ***
## hour19 286.125 16.798 17.034 < 2e-16 ***
## hour20 255.500 16.798 15.210 < 2e-16 ***
## hour21 262.375 16.798 15.620 < 2e-16 ***
## hour22 289.000 16.798 17.205 < 2e-16 ***
## hour23 288.125 16.798 17.153 < 2e-16 ***
## dow2 34.125 23.756 1.437 0.151124
## dow3 90.625 23.756 3.815 0.000143 ***
## dow4 98.819 23.086 4.280 2.02e-05 ***
## dow5 135.375 23.756 5.699 1.52e-08 ***
## dow6 57.500 23.756 2.420 0.015650 *
## dow7 27.625 23.756 1.163 0.245111
## hour1:dow2 -15.375 33.595 -0.458 0.647287
## hour2:dow2 -59.625 33.595 -1.775 0.076190 .
## hour3:dow2 -35.625 33.595 -1.060 0.289175
## hour4:dow2 -9.500 33.595 -0.283 0.777398
## hour5:dow2 -14.625 33.595 -0.435 0.663405
## hour6:dow2 -12.750 33.595 -0.380 0.704373
## hour7:dow2 -26.000 33.595 -0.774 0.439136
## hour8:dow2 -17.375 33.595 -0.517 0.605125
## hour9:dow2 -13.125 33.595 -0.391 0.696106
## hour10:dow2 3.500 33.595 0.104 0.917044
## hour11:dow2 -3.000 33.595 -0.089 0.928860
## hour12:dow2 23.125 33.595 0.688 0.491376
## hour13:dow2 26.250 33.595 0.781 0.434750
## hour14:dow2 83.625 33.595 2.489 0.012941 *
## hour15:dow2 104.125 33.595 3.099 0.001985 **
## hour16:dow2 100.125 33.595 2.980 0.002939 **
## hour17:dow2 112.375 33.595 3.345 0.000849 ***
## hour18:dow2 108.625 33.595 3.233 0.001258 **
## hour19:dow2 95.250 33.595 2.835 0.004658 **
## hour20:dow2 119.000 33.595 3.542 0.000412 ***
## hour21:dow2 111.500 33.595 3.319 0.000931 ***
## hour22:dow2 125.125 33.595 3.724 0.000205 ***
## hour23:dow2 99.375 33.595 2.958 0.003158 **
## hour1:dow3 -20.375 33.595 -0.606 0.544312
## hour2:dow3 -59.500 33.595 -1.771 0.076807 .
## hour3:dow3 -30.000 33.595 -0.893 0.372051
## hour4:dow3 -27.875 33.595 -0.830 0.406862
## hour5:dow3 -56.000 33.595 -1.667 0.095802 .
## hour6:dow3 -65.250 33.595 -1.942 0.052348 .
## hour7:dow3 -57.125 33.595 -1.700 0.089324 .
## hour8:dow3 -59.125 33.595 -1.760 0.078682 .
## hour9:dow3 -57.250 33.595 -1.704 0.088626 .
## hour10:dow3 -55.250 33.595 -1.645 0.100326
## hour11:dow3 -42.875 33.595 -1.276 0.202131
## hour12:dow3 1.625 33.595 0.048 0.961430
## hour13:dow3 36.125 33.595 1.075 0.282463
## hour14:dow3 62.625 33.595 1.864 0.062557 .
## hour15:dow3 97.875 33.595 2.913 0.003643 **
## hour16:dow3 73.000 33.595 2.173 0.029986 *
## hour17:dow3 97.500 33.595 2.902 0.003775 **
## hour18:dow3 58.875 33.595 1.752 0.079953 .
## hour19:dow3 91.000 33.595 2.709 0.006853 **
## hour20:dow3 81.625 33.595 2.430 0.015262 *
## hour21:dow3 95.875 33.595 2.854 0.004396 **
## hour22:dow3 66.875 33.595 1.991 0.046756 *
## hour23:dow3 21.125 33.595 0.629 0.529598
## hour1:dow4 -54.819 33.126 -1.655 0.098211 .
## hour2:dow4 -105.694 33.126 -3.191 0.001457 **
## hour3:dow4 -73.569 33.126 -2.221 0.026546 *
## hour4:dow4 -60.319 33.126 -1.821 0.068870 .
## hour5:dow4 -79.694 33.126 -2.406 0.016289 *
## hour6:dow4 -87.944 33.126 -2.655 0.008041 **
## hour7:dow4 -61.069 33.126 -1.844 0.065496 .
## hour8:dow4 -62.319 33.126 -1.881 0.060176 .
## hour9:dow4 -75.319 33.126 -2.274 0.023160 *
## hour10:dow4 -60.944 33.126 -1.840 0.066049 .
## hour11:dow4 -32.194 33.126 -0.972 0.331304
## hour12:dow4 1.681 33.126 0.051 0.959547
## hour13:dow4 17.806 33.126 0.538 0.591012
## hour14:dow4 40.056 33.126 1.209 0.226827
## hour15:dow4 63.806 33.126 1.926 0.054323 .
## hour16:dow4 39.681 33.126 1.198 0.231203
## hour17:dow4 50.556 33.126 1.526 0.127233
## hour18:dow4 43.181 33.126 1.304 0.192644
## hour19:dow4 46.931 33.126 1.417 0.156821
## hour20:dow4 81.556 33.126 2.462 0.013958 *
## hour21:dow4 66.181 33.126 1.998 0.045960 *
## hour22:dow4 47.931 33.126 1.447 0.148181
## hour23:dow4 25.931 33.126 0.783 0.433904
## hour1:dow5 -67.125 33.595 -1.998 0.045942 *
## hour2:dow5 -106.875 33.595 -3.181 0.001505 **
## hour3:dow5 -99.875 33.595 -2.973 0.003010 **
## hour4:dow5 -93.125 33.595 -2.772 0.005660 **
## hour5:dow5 -129.500 33.595 -3.855 0.000122 ***
## hour6:dow5 -121.250 33.595 -3.609 0.000320 ***
## hour7:dow5 -117.875 33.595 -3.509 0.000467 ***
## hour8:dow5 -111.750 33.595 -3.326 0.000907 ***
## hour9:dow5 -120.000 33.595 -3.572 0.000369 ***
## hour10:dow5 -103.500 33.595 -3.081 0.002113 **
## hour11:dow5 -85.250 33.595 -2.538 0.011291 *
## hour12:dow5 -58.000 33.595 -1.726 0.084533 .
## hour13:dow5 -44.500 33.595 -1.325 0.185566
## hour14:dow5 -24.750 33.595 -0.737 0.461447
## hour15:dow5 -5.625 33.595 -0.167 0.867058
## hour16:dow5 -35.750 33.595 -1.064 0.287487
## hour17:dow5 -24.000 33.595 -0.714 0.475132
## hour18:dow5 -49.000 33.595 -1.459 0.144961
## hour19:dow5 -32.875 33.595 -0.979 0.328000
## hour20:dow5 15.125 33.595 0.450 0.652642
## hour21:dow5 7.500 33.595 0.223 0.823384
## hour22:dow5 -38.875 33.595 -1.157 0.247445
## hour23:dow5 -47.000 33.595 -1.399 0.162076
## hour1:dow6 -10.250 33.595 -0.305 0.760343
## hour2:dow6 -31.250 33.595 -0.930 0.352465
## hour3:dow6 -10.750 33.595 -0.320 0.749037
## hour4:dow6 -14.375 33.595 -0.428 0.668813
## hour5:dow6 -53.750 33.595 -1.600 0.109885
## hour6:dow6 -38.625 33.595 -1.150 0.250497
## hour7:dow6 -55.375 33.595 -1.648 0.099560 .
## hour8:dow6 -26.500 33.595 -0.789 0.430389
## hour9:dow6 -47.750 33.595 -1.421 0.155487
## hour10:dow6 -49.625 33.595 -1.477 0.139907
## hour11:dow6 -39.250 33.595 -1.168 0.242917
## hour12:dow6 -18.375 33.595 -0.547 0.584517
## hour13:dow6 -12.500 33.595 -0.372 0.709904
## hour14:dow6 -6.375 33.595 -0.190 0.849531
## hour15:dow6 38.875 33.595 1.157 0.247445
## hour16:dow6 51.500 33.595 1.533 0.125558
## hour17:dow6 49.250 33.595 1.466 0.142923
## hour18:dow6 17.750 33.595 0.528 0.597359
## hour19:dow6 42.125 33.595 1.254 0.210131
## hour20:dow6 73.125 33.595 2.177 0.029706 *
## hour21:dow6 56.875 33.595 1.693 0.090732 .
## hour22:dow6 8.375 33.595 0.249 0.803180
## hour23:dow6 -19.375 33.595 -0.577 0.564242
## hour1:dow7 -17.375 33.595 -0.517 0.605125
## hour2:dow7 -41.500 33.595 -1.235 0.216970
## hour3:dow7 -21.750 33.595 -0.647 0.517493
## hour4:dow7 -30.125 33.595 -0.897 0.370063
## hour5:dow7 -47.000 33.595 -1.399 0.162076
## hour6:dow7 -18.625 33.595 -0.554 0.579417
## hour7:dow7 -24.500 33.595 -0.729 0.465984
## hour8:dow7 -28.375 33.595 -0.845 0.398501
## hour9:dow7 -30.500 33.595 -0.908 0.364137
## hour10:dow7 -45.875 33.595 -1.366 0.172353
## hour11:dow7 -31.500 33.595 -0.938 0.348628
## hour12:dow7 -18.375 33.595 -0.547 0.584517
## hour13:dow7 -11.875 33.595 -0.353 0.723799
## hour14:dow7 -13.750 33.595 -0.409 0.682407
## hour15:dow7 -31.500 33.595 -0.938 0.348628
## hour16:dow7 -8.250 33.595 -0.246 0.806059
## hour17:dow7 -43.125 33.595 -1.284 0.199515
## hour18:dow7 -20.375 33.595 -0.606 0.544312
## hour19:dow7 -15.500 33.595 -0.461 0.644617
## hour20:dow7 -4.750 33.595 -0.141 0.887587
## hour21:dow7 -36.625 33.595 -1.090 0.275858
## hour22:dow7 -41.625 33.595 -1.239 0.215589
## hour23:dow7 -41.875 33.595 -1.246 0.212847
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for gaussian family taken to be 2257.304)
##
## Null deviance: 137743021 on 1345 degrees of freedom
## Residual deviance: 2656847 on 1177 degrees of freedom
## AIC: 14361
##
## Number of Fisher Scoring iterations: 2
##
##
## z test of coefficients:
##
## Estimate Std. Error z value Pr(>|z|)
## hour0 282.6250 13.4515 21.0107 < 2.2e-16 ***
## hour1 289.2500 19.7761 14.6263 < 2.2e-16 ***
## hour2 280.0000 9.0667 30.8821 < 2.2e-16 ***
## hour3 231.6250 9.6966 23.8873 < 2.2e-16 ***
## hour4 212.6250 6.9044 30.7954 < 2.2e-16 ***
## hour5 191.3750 5.4375 35.1956 < 2.2e-16 ***
## hour6 164.1250 4.0417 40.6079 < 2.2e-16 ***
## hour7 164.7500 7.5323 21.8726 < 2.2e-16 ***
## hour8 156.5000 7.7984 20.0682 < 2.2e-16 ***
## hour9 146.1250 6.4651 22.6023 < 2.2e-16 ***
## hour10 144.8750 5.3497 27.0808 < 2.2e-16 ***
## hour11 165.1250 7.6281 21.6469 < 2.2e-16 ***
## hour12 200.8750 10.6622 18.8400 < 2.2e-16 ***
## hour13 251.2500 21.3344 11.7767 < 2.2e-16 ***
## hour14 308.3750 16.3610 18.8481 < 2.2e-16 ***
## hour15 281.7500 20.9041 13.4782 < 2.2e-16 ***
## hour16 319.5000 13.2254 24.1581 < 2.2e-16 ***
## hour17 336.0000 14.3793 23.3670 < 2.2e-16 ***
## hour18 345.1250 21.4010 16.1266 < 2.2e-16 ***
## hour19 286.1250 18.7497 15.2603 < 2.2e-16 ***
## hour20 255.5000 14.6925 17.3898 < 2.2e-16 ***
## hour21 262.3750 11.4635 22.8878 < 2.2e-16 ***
## hour22 289.0000 17.4613 16.5509 < 2.2e-16 ***
## hour23 288.1250 17.6782 16.2983 < 2.2e-16 ***
## dow2 34.1250 20.0031 1.7060 0.0880111 .
## dow3 90.6250 20.9450 4.3268 1.513e-05 ***
## dow4 98.8194 17.7522 5.5666 2.597e-08 ***
## dow5 135.3750 24.1418 5.6075 2.053e-08 ***
## dow6 57.5000 15.4280 3.7270 0.0001938 ***
## dow7 27.6250 22.4628 1.2298 0.2187682
## hour1:dow2 -15.3750 32.6274 -0.4712 0.6374764
## hour2:dow2 -59.6250 26.8930 -2.2171 0.0266149 *
## hour3:dow2 -35.6250 26.1548 -1.3621 0.1731714
## hour4:dow2 -9.5000 25.0368 -0.3794 0.7043597
## hour5:dow2 -14.6250 25.1972 -0.5804 0.5616304
## hour6:dow2 -12.7500 23.9213 -0.5330 0.5940354
## hour7:dow2 -26.0000 34.5937 -0.7516 0.4523028
## hour8:dow2 -17.3750 25.8812 -0.6713 0.5020063
## hour9:dow2 -13.1250 24.2581 -0.5411 0.5884694
## hour10:dow2 3.5000 24.1605 0.1449 0.8848177
## hour11:dow2 -3.0000 26.9819 -0.1112 0.9114693
## hour12:dow2 23.1250 28.6619 0.8068 0.4197700
## hour13:dow2 26.2500 38.8168 0.6763 0.4988800
## hour14:dow2 83.6250 34.1324 2.4500 0.0142849 *
## hour15:dow2 104.1250 38.9037 2.6765 0.0074400 **
## hour16:dow2 100.1250 35.8597 2.7921 0.0052361 **
## hour17:dow2 112.3750 36.7310 3.0594 0.0022178 **
## hour18:dow2 108.6250 38.7257 2.8050 0.0050319 **
## hour19:dow2 95.2500 36.3894 2.6175 0.0088570 **
## hour20:dow2 119.0000 28.1173 4.2323 2.313e-05 ***
## hour21:dow2 111.5000 27.6098 4.0384 5.381e-05 ***
## hour22:dow2 125.1250 36.2144 3.4551 0.0005501 ***
## hour23:dow2 99.3750 30.8911 3.2169 0.0012956 **
## hour1:dow3 -20.3750 32.7737 -0.6217 0.5341474
## hour2:dow3 -59.5000 24.5439 -2.4242 0.0153411 *
## hour3:dow3 -30.0000 25.1222 -1.1942 0.2324142
## hour4:dow3 -27.8750 24.7110 -1.1280 0.2593031
## hour5:dow3 -56.0000 24.6894 -2.2682 0.0233180 *
## hour6:dow3 -65.2500 22.5076 -2.8990 0.0037434 **
## hour7:dow3 -57.1250 26.5129 -2.1546 0.0311920 *
## hour8:dow3 -59.1250 23.4072 -2.5259 0.0115390 *
## hour9:dow3 -57.2500 22.8720 -2.5031 0.0123124 *
## hour10:dow3 -55.2500 24.4804 -2.2569 0.0240137 *
## hour11:dow3 -42.8750 24.3287 -1.7623 0.0780150 .
## hour12:dow3 1.6250 27.3981 0.0593 0.9527046
## hour13:dow3 36.1250 32.3598 1.1164 0.2642700
## hour14:dow3 62.6250 31.8549 1.9659 0.0493048 *
## hour15:dow3 97.8750 33.1037 2.9566 0.0031103 **
## hour16:dow3 73.0000 31.8171 2.2944 0.0217695 *
## hour17:dow3 97.5000 32.0329 3.0437 0.0023366 **
## hour18:dow3 58.8750 35.6182 1.6529 0.0983412 .
## hour19:dow3 91.0000 33.9787 2.6781 0.0074030 **
## hour20:dow3 81.6250 29.8567 2.7339 0.0062590 **
## hour21:dow3 95.8750 27.3077 3.5109 0.0004466 ***
## hour22:dow3 66.8750 39.3133 1.7011 0.0889286 .
## hour23:dow3 21.1250 47.7126 0.4428 0.6579429
## hour1:dow4 -54.8194 29.9104 -1.8328 0.0668340 .
## hour2:dow4 -105.6944 24.6855 -4.2816 1.855e-05 ***
## hour3:dow4 -73.5694 22.6288 -3.2511 0.0011494 **
## hour4:dow4 -60.3194 22.1688 -2.7209 0.0065101 **
## hour5:dow4 -79.6944 20.9996 -3.7951 0.0001476 ***
## hour6:dow4 -87.9444 19.4314 -4.5259 6.014e-06 ***
## hour7:dow4 -61.0694 21.3100 -2.8658 0.0041600 **
## hour8:dow4 -62.3194 20.7920 -2.9973 0.0027240 **
## hour9:dow4 -75.3194 20.4712 -3.6793 0.0002339 ***
## hour10:dow4 -60.9444 20.1449 -3.0253 0.0024838 **
## hour11:dow4 -32.1944 24.5693 -1.3104 0.1900770
## hour12:dow4 1.6806 27.5071 0.0611 0.9512833
## hour13:dow4 17.8056 31.8624 0.5588 0.5762806
## hour14:dow4 40.0556 33.2046 1.2063 0.2276919
## hour15:dow4 63.8056 38.9533 1.6380 0.1014213
## hour16:dow4 39.6806 27.4185 1.4472 0.1478352
## hour17:dow4 50.5556 34.8026 1.4526 0.1463245
## hour18:dow4 43.1806 41.3632 1.0439 0.2965149
## hour19:dow4 46.9306 35.6320 1.3171 0.1878087
## hour20:dow4 81.5556 30.6521 2.6607 0.0077983 **
## hour21:dow4 66.1806 28.0779 2.3570 0.0184218 *
## hour22:dow4 47.9306 32.6045 1.4701 0.1415453
## hour23:dow4 25.9306 29.5557 0.8773 0.3802994
## hour1:dow5 -67.1250 38.7930 -1.7303 0.0835703 .
## hour2:dow5 -106.8750 32.7003 -3.2683 0.0010819 **
## hour3:dow5 -99.8750 27.9528 -3.5730 0.0003529 ***
## hour4:dow5 -93.1250 28.8598 -3.2268 0.0012518 **
## hour5:dow5 -129.5000 28.9680 -4.4704 7.806e-06 ***
## hour6:dow5 -121.2500 27.8611 -4.3519 1.349e-05 ***
## hour7:dow5 -117.8750 26.3401 -4.4751 7.637e-06 ***
## hour8:dow5 -111.7500 26.1618 -4.2715 1.942e-05 ***
## hour9:dow5 -120.0000 25.5297 -4.7004 2.596e-06 ***
## hour10:dow5 -103.5000 25.5470 -4.0514 5.092e-05 ***
## hour11:dow5 -85.2500 27.6275 -3.0857 0.0020308 **
## hour12:dow5 -58.0000 30.2274 -1.9188 0.0550107 .
## hour13:dow5 -44.5000 36.9561 -1.2041 0.2285386
## hour14:dow5 -24.7500 35.1884 -0.7034 0.4818330
## hour15:dow5 -5.6250 41.4744 -0.1356 0.8921171
## hour16:dow5 -35.7500 38.6407 -0.9252 0.3548671
## hour17:dow5 -24.0000 45.6523 -0.5257 0.5990876
## hour18:dow5 -49.0000 46.6717 -1.0499 0.2937700
## hour19:dow5 -32.8750 38.1028 -0.8628 0.3882485
## hour20:dow5 15.1250 41.5932 0.3636 0.7161258
## hour21:dow5 7.5000 32.6154 0.2300 0.8181287
## hour22:dow5 -38.8750 33.7383 -1.1523 0.2492172
## hour23:dow5 -47.0000 33.0838 -1.4206 0.1554233
## hour1:dow6 -10.2500 32.3701 -0.3167 0.7515088
## hour2:dow6 -31.2500 23.7144 -1.3178 0.1875826
## hour3:dow6 -10.7500 21.6950 -0.4955 0.6202431
## hour4:dow6 -14.3750 20.7259 -0.6936 0.4879482
## hour5:dow6 -53.7500 18.0572 -2.9766 0.0029142 **
## hour6:dow6 -38.6250 19.5326 -1.9775 0.0479898 *
## hour7:dow6 -55.3750 19.0998 -2.8992 0.0037406 **
## hour8:dow6 -26.5000 19.0491 -1.3911 0.1641821
## hour9:dow6 -47.7500 18.2339 -2.6188 0.0088251 **
## hour10:dow6 -49.6250 18.6954 -2.6544 0.0079451 **
## hour11:dow6 -39.2500 21.5517 -1.8212 0.0685767 .
## hour12:dow6 -18.3750 24.1602 -0.7605 0.4469276
## hour13:dow6 -12.5000 33.1493 -0.3771 0.7061131
## hour14:dow6 -6.3750 28.9722 -0.2200 0.8258409
## hour15:dow6 38.8750 39.7235 0.9786 0.3277585
## hour16:dow6 51.5000 25.5108 2.0188 0.0435130 *
## hour17:dow6 49.2500 29.3425 1.6785 0.0932592 .
## hour18:dow6 17.7500 35.0097 0.5070 0.6121536
## hour19:dow6 42.1250 30.7047 1.3719 0.1700818
## hour20:dow6 73.1250 28.0818 2.6040 0.0092143 **
## hour21:dow6 56.8750 25.8499 2.2002 0.0277925 *
## hour22:dow6 8.3750 29.9178 0.2799 0.7795286
## hour23:dow6 -19.3750 27.9184 -0.6940 0.4876906
## hour1:dow7 -17.3750 35.1211 -0.4947 0.6208000
## hour2:dow7 -41.5000 27.5181 -1.5081 0.1315293
## hour3:dow7 -21.7500 26.3673 -0.8249 0.4094366
## hour4:dow7 -30.1250 24.9308 -1.2083 0.2269142
## hour5:dow7 -47.0000 24.9383 -1.8846 0.0594773 .
## hour6:dow7 -18.6250 25.6498 -0.7261 0.4677620
## hour7:dow7 -24.5000 26.2432 -0.9336 0.3505240
## hour8:dow7 -28.3750 24.6856 -1.1495 0.2503684
## hour9:dow7 -30.5000 23.4500 -1.3006 0.1933814
## hour10:dow7 -45.8750 24.0493 -1.9075 0.0564508 .
## hour11:dow7 -31.5000 25.4853 -1.2360 0.2164552
## hour12:dow7 -18.3750 27.8185 -0.6605 0.5089120
## hour13:dow7 -11.8750 33.7671 -0.3517 0.7250829
## hour14:dow7 -13.7500 32.2182 -0.4268 0.6695411
## hour15:dow7 -31.5000 35.1610 -0.8959 0.3703168
## hour16:dow7 -8.2500 31.7378 -0.2599 0.7949084
## hour17:dow7 -43.1250 32.5716 -1.3240 0.1855016
## hour18:dow7 -20.3750 38.7089 -0.5264 0.5986348
## hour19:dow7 -15.5000 31.5967 -0.4906 0.6237398
## hour20:dow7 -4.7500 28.5508 -0.1664 0.8678658
## hour21:dow7 -36.6250 28.8927 -1.2676 0.2049334
## hour22:dow7 -41.6250 31.7168 -1.3124 0.1893861
## hour23:dow7 -41.8750 30.2081 -1.3862 0.1656807
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Call:
## glm(formula = form, data = df)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -175.918 -17.952 0.842 18.851 105.156
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -1.60582 5.04199 -0.318 0.75031
## lin1 -0.16216 0.05175 -3.134 0.00188 **
## lin2 0.05506 0.05129 1.073 0.28383
## postchange 11.32302 7.08851 1.597 0.11113
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for gaussian family taken to be 1058.206)
##
## Null deviance: 364417 on 336 degrees of freedom
## Residual deviance: 352383 on 333 degrees of freedom
## AIC: 3309.3
##
## Number of Fisher Scoring iterations: 2
##
##
## z test of coefficients:
##
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) -1.605817 5.855685 -0.2742 0.783906
## lin1 -0.162164 0.059477 -2.7265 0.006401 **
## lin2 0.055062 0.044025 1.2507 0.211043
## postchange 11.323017 7.229685 1.5662 0.117306
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [1] "2 Regression for winchib model2 on 2016-09-1/red/30-50%"
##
## Call:
## glm(formula = form, data = df)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -262.000 -20.625 -1.125 20.000 171.375
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## hour0 301.125 14.014 21.487 < 2e-16 ***
## hour1 313.125 14.014 22.343 < 2e-16 ***
## hour2 288.000 14.014 20.551 < 2e-16 ***
## hour3 236.375 14.014 16.867 < 2e-16 ***
## hour4 207.500 14.014 14.806 < 2e-16 ***
## hour5 200.875 14.014 14.334 < 2e-16 ***
## hour6 170.250 14.014 12.148 < 2e-16 ***
## hour7 161.625 14.014 11.533 < 2e-16 ***
## hour8 155.000 14.014 11.060 < 2e-16 ***
## hour9 138.125 14.014 9.856 < 2e-16 ***
## hour10 149.875 14.014 10.695 < 2e-16 ***
## hour11 172.625 14.014 12.318 < 2e-16 ***
## hour12 215.875 14.014 15.404 < 2e-16 ***
## hour13 278.625 14.014 19.882 < 2e-16 ***
## hour14 325.125 14.014 23.200 < 2e-16 ***
## hour15 314.250 14.014 22.424 < 2e-16 ***
## hour16 334.250 14.014 23.851 < 2e-16 ***
## hour17 362.250 14.014 25.849 < 2e-16 ***
## hour18 383.250 14.014 27.347 < 2e-16 ***
## hour19 318.375 14.014 22.718 < 2e-16 ***
## hour20 278.500 14.014 19.873 < 2e-16 ***
## hour21 291.875 14.014 20.827 < 2e-16 ***
## hour22 329.250 14.014 23.494 < 2e-16 ***
## hour23 323.250 14.014 23.066 < 2e-16 ***
## dow2 51.125 19.819 2.580 0.010012 *
## dow3 114.125 19.819 5.758 1.08e-08 ***
## dow4 114.125 19.819 5.758 1.08e-08 ***
## dow5 141.986 19.261 7.372 3.16e-13 ***
## dow6 64.375 19.819 3.248 0.001194 **
## dow7 39.625 19.819 1.999 0.045801 *
## hour1:dow2 -16.500 28.028 -0.589 0.556182
## hour2:dow2 -52.500 28.028 -1.873 0.061301 .
## hour3:dow2 -39.250 28.028 -1.400 0.161666
## hour4:dow2 -12.000 28.028 -0.428 0.668628
## hour5:dow2 -29.875 28.028 -1.066 0.286693
## hour6:dow2 -31.500 28.028 -1.124 0.261300
## hour7:dow2 -44.125 28.028 -1.574 0.115686
## hour8:dow2 -34.625 28.028 -1.235 0.216943
## hour9:dow2 -10.500 28.028 -0.375 0.708009
## hour10:dow2 2.875 28.028 0.103 0.918318
## hour11:dow2 1.750 28.028 0.062 0.950225
## hour12:dow2 16.875 28.028 0.602 0.547243
## hour13:dow2 25.625 28.028 0.914 0.360770
## hour14:dow2 73.375 28.028 2.618 0.008961 **
## hour15:dow2 89.750 28.028 3.202 0.001401 **
## hour16:dow2 89.750 28.028 3.202 0.001401 **
## hour17:dow2 94.000 28.028 3.354 0.000823 ***
## hour18:dow2 96.250 28.028 3.434 0.000615 ***
## hour19:dow2 79.250 28.028 2.828 0.004771 **
## hour20:dow2 98.500 28.028 3.514 0.000458 ***
## hour21:dow2 91.250 28.028 3.256 0.001164 **
## hour22:dow2 83.500 28.028 2.979 0.002950 **
## hour23:dow2 71.125 28.028 2.538 0.011289 *
## hour1:dow3 -36.750 28.028 -1.311 0.190054
## hour2:dow3 -78.375 28.028 -2.796 0.005254 **
## hour3:dow3 -49.250 28.028 -1.757 0.079152 .
## hour4:dow3 -51.000 28.028 -1.820 0.069075 .
## hour5:dow3 -93.500 28.028 -3.336 0.000877 ***
## hour6:dow3 -91.000 28.028 -3.247 0.001200 **
## hour7:dow3 -90.500 28.028 -3.229 0.001277 **
## hour8:dow3 -82.750 28.028 -2.952 0.003216 **
## hour9:dow3 -79.750 28.028 -2.845 0.004513 **
## hour10:dow3 -76.500 28.028 -2.729 0.006440 **
## hour11:dow3 -68.875 28.028 -2.457 0.014140 *
## hour12:dow3 -33.750 28.028 -1.204 0.228777
## hour13:dow3 4.000 28.028 0.143 0.886541
## hour14:dow3 15.750 28.028 0.562 0.574269
## hour15:dow3 57.500 28.028 2.051 0.040439 *
## hour16:dow3 56.250 28.028 2.007 0.044989 *
## hour17:dow3 72.250 28.028 2.578 0.010065 *
## hour18:dow3 16.375 28.028 0.584 0.559177
## hour19:dow3 54.875 28.028 1.958 0.050484 .
## hour20:dow3 62.000 28.028 2.212 0.027155 *
## hour21:dow3 56.125 28.028 2.002 0.045466 *
## hour22:dow3 25.375 28.028 0.905 0.365473
## hour23:dow3 -21.375 28.028 -0.763 0.445841
## hour1:dow4 -53.750 28.028 -1.918 0.055390 .
## hour2:dow4 -105.750 28.028 -3.773 0.000169 ***
## hour3:dow4 -64.125 28.028 -2.288 0.022322 *
## hour4:dow4 -55.625 28.028 -1.985 0.047421 *
## hour5:dow4 -95.625 28.028 -3.412 0.000667 ***
## hour6:dow4 -107.500 28.028 -3.835 0.000132 ***
## hour7:dow4 -77.875 28.028 -2.778 0.005549 **
## hour8:dow4 -73.500 28.028 -2.622 0.008845 **
## hour9:dow4 -67.625 28.028 -2.413 0.015985 *
## hour10:dow4 -74.250 28.028 -2.649 0.008178 **
## hour11:dow4 -29.750 28.028 -1.061 0.288713
## hour12:dow4 -9.000 28.028 -0.321 0.748188
## hour13:dow4 3.125 28.028 0.111 0.911243
## hour14:dow4 30.875 28.028 1.102 0.270876
## hour15:dow4 73.500 28.028 2.622 0.008845 **
## hour16:dow4 21.000 28.028 0.749 0.453860
## hour17:dow4 31.500 28.028 1.124 0.261300
## hour18:dow4 61.750 28.028 2.203 0.027779 *
## hour19:dow4 38.875 28.028 1.387 0.165707
## hour20:dow4 85.875 28.028 3.064 0.002235 **
## hour21:dow4 61.500 28.028 2.194 0.028415 *
## hour22:dow4 30.750 28.028 1.097 0.272819
## hour23:dow4 2.750 28.028 0.098 0.921858
## hour1:dow5 -69.736 27.636 -2.523 0.011755 *
## hour2:dow5 -96.736 27.636 -3.500 0.000482 ***
## hour3:dow5 -97.111 27.636 -3.514 0.000458 ***
## hour4:dow5 -77.361 27.636 -2.799 0.005206 **
## hour5:dow5 -124.611 27.636 -4.509 7.16e-06 ***
## hour6:dow5 -134.361 27.636 -4.862 1.32e-06 ***
## hour7:dow5 -119.736 27.636 -4.333 1.60e-05 ***
## hour8:dow5 -121.986 27.636 -4.414 1.11e-05 ***
## hour9:dow5 -112.236 27.636 -4.061 5.21e-05 ***
## hour10:dow5 -113.986 27.636 -4.125 3.98e-05 ***
## hour11:dow5 -98.111 27.636 -3.550 0.000400 ***
## hour12:dow5 -60.486 27.636 -2.189 0.028818 *
## hour13:dow5 -51.736 27.636 -1.872 0.061449 .
## hour14:dow5 -7.861 27.636 -0.284 0.776116
## hour15:dow5 12.014 27.636 0.435 0.663849
## hour16:dow5 1.889 27.636 0.068 0.945520
## hour17:dow5 -1.986 27.636 -0.072 0.942721
## hour18:dow5 -34.611 27.636 -1.252 0.210680
## hour19:dow5 -21.236 27.636 -0.768 0.442395
## hour20:dow5 40.639 27.636 1.470 0.141696
## hour21:dow5 11.014 27.636 0.399 0.690312
## hour22:dow5 -57.861 27.636 -2.094 0.036503 *
## hour23:dow5 -56.611 27.636 -2.048 0.040739 *
## hour1:dow6 4.375 28.028 0.156 0.875987
## hour2:dow6 -15.000 28.028 -0.535 0.592631
## hour3:dow6 -11.375 28.028 -0.406 0.684934
## hour4:dow6 -12.500 28.028 -0.446 0.655695
## hour5:dow6 -68.125 28.028 -2.431 0.015223 *
## hour6:dow6 -43.875 28.028 -1.565 0.117762
## hour7:dow6 -61.500 28.028 -2.194 0.028415 *
## hour8:dow6 -34.500 28.028 -1.231 0.218606
## hour9:dow6 -43.750 28.028 -1.561 0.118811
## hour10:dow6 -53.625 28.028 -1.913 0.055959 .
## hour11:dow6 -37.250 28.028 -1.329 0.184101
## hour12:dow6 -17.625 28.028 -0.629 0.529583
## hour13:dow6 -14.000 28.028 -0.499 0.617524
## hour14:dow6 1.375 28.028 0.049 0.960882
## hour15:dow6 42.125 28.028 1.503 0.133121
## hour16:dow6 53.875 28.028 1.922 0.054826 .
## hour17:dow6 49.375 28.028 1.762 0.078394 .
## hour18:dow6 17.375 28.028 0.620 0.535437
## hour19:dow6 37.250 28.028 1.329 0.184101
## hour20:dow6 76.875 28.028 2.743 0.006185 **
## hour21:dow6 47.375 28.028 1.690 0.091244 .
## hour22:dow6 -6.500 28.028 -0.232 0.816649
## hour23:dow6 -22.750 28.028 -0.812 0.417139
## hour1:dow7 -24.750 28.028 -0.883 0.377397
## hour2:dow7 -42.375 28.028 -1.512 0.130837
## hour3:dow7 -23.625 28.028 -0.843 0.399456
## hour4:dow7 -21.000 28.028 -0.749 0.453860
## hour5:dow7 -57.500 28.028 -2.051 0.040439 *
## hour6:dow7 -27.000 28.028 -0.963 0.335589
## hour7:dow7 -27.000 28.028 -0.963 0.335589
## hour8:dow7 -44.125 28.028 -1.574 0.115686
## hour9:dow7 -38.250 28.028 -1.365 0.172610
## hour10:dow7 -49.000 28.028 -1.748 0.080684 .
## hour11:dow7 -35.625 28.028 -1.271 0.203966
## hour12:dow7 -36.750 28.028 -1.311 0.190054
## hour13:dow7 -48.500 28.028 -1.730 0.083822 .
## hour14:dow7 -36.250 28.028 -1.293 0.196149
## hour15:dow7 -68.000 28.028 -2.426 0.015411 *
## hour16:dow7 -43.125 28.028 -1.539 0.124165
## hour17:dow7 -71.500 28.028 -2.551 0.010867 *
## hour18:dow7 -46.250 28.028 -1.650 0.099185 .
## hour19:dow7 -51.375 28.028 -1.833 0.067060 .
## hour20:dow7 -24.625 28.028 -0.879 0.379810
## hour21:dow7 -58.250 28.028 -2.078 0.037902 *
## hour22:dow7 -61.125 28.028 -2.181 0.029393 *
## hour23:dow7 -61.000 28.028 -2.176 0.029726 *
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for gaussian family taken to be 1571.17)
##
## Null deviance: 156785412 on 1345 degrees of freedom
## Residual deviance: 1849267 on 1177 degrees of freedom
## AIC: 13874
##
## Number of Fisher Scoring iterations: 2
##
##
## z test of coefficients:
##
## Estimate Std. Error z value Pr(>|z|)
## hour0 301.1250 13.8974 21.6677 < 2.2e-16 ***
## hour1 313.1250 13.1352 23.8386 < 2.2e-16 ***
## hour2 288.0000 7.2846 39.5353 < 2.2e-16 ***
## hour3 236.3750 8.1848 28.8798 < 2.2e-16 ***
## hour4 207.5000 7.6341 27.1807 < 2.2e-16 ***
## hour5 200.8750 7.9737 25.1921 < 2.2e-16 ***
## hour6 170.2500 6.4632 26.3416 < 2.2e-16 ***
## hour7 161.6250 6.1320 26.3578 < 2.2e-16 ***
## hour8 155.0000 6.4804 23.9183 < 2.2e-16 ***
## hour9 138.1250 7.6701 18.0082 < 2.2e-16 ***
## hour10 149.8750 6.9956 21.4241 < 2.2e-16 ***
## hour11 172.6250 4.8065 35.9149 < 2.2e-16 ***
## hour12 215.8750 8.1114 26.6139 < 2.2e-16 ***
## hour13 278.6250 11.5982 24.0230 < 2.2e-16 ***
## hour14 325.1250 10.2175 31.8204 < 2.2e-16 ***
## hour15 314.2500 11.9915 26.2060 < 2.2e-16 ***
## hour16 334.2500 5.4826 60.9652 < 2.2e-16 ***
## hour17 362.2500 7.9453 45.5932 < 2.2e-16 ***
## hour18 383.2500 9.3760 40.8754 < 2.2e-16 ***
## hour19 318.3750 11.2084 28.4051 < 2.2e-16 ***
## hour20 278.5000 7.8486 35.4840 < 2.2e-16 ***
## hour21 291.8750 19.2589 15.1553 < 2.2e-16 ***
## hour22 329.2500 12.2172 26.9496 < 2.2e-16 ***
## hour23 323.2500 11.2573 28.7146 < 2.2e-16 ***
## dow2 51.1250 20.9480 2.4406 0.0146641 *
## dow3 114.1250 28.7699 3.9668 7.284e-05 ***
## dow4 114.1250 25.5547 4.4659 7.973e-06 ***
## dow5 141.9861 17.5061 8.1106 5.035e-16 ***
## dow6 64.3750 17.8461 3.6072 0.0003095 ***
## dow7 39.6250 15.0790 2.6278 0.0085931 **
## hour1:dow2 -16.5000 29.3098 -0.5630 0.5734680
## hour2:dow2 -52.5000 25.0765 -2.0936 0.0362962 *
## hour3:dow2 -39.2500 24.8208 -1.5813 0.1138017
## hour4:dow2 -12.0000 24.6180 -0.4874 0.6259411
## hour5:dow2 -29.8750 25.3576 -1.1782 0.2387368
## hour6:dow2 -31.5000 23.5560 -1.3372 0.1811438
## hour7:dow2 -44.1250 34.6531 -1.2733 0.2028996
## hour8:dow2 -34.6250 26.2469 -1.3192 0.1871005
## hour9:dow2 -10.5000 23.9543 -0.4383 0.6611440
## hour10:dow2 2.8750 23.7196 0.1212 0.9035266
## hour11:dow2 1.7500 22.7546 0.0769 0.9386971
## hour12:dow2 16.8750 23.5868 0.7154 0.4743352
## hour13:dow2 25.6250 25.3878 1.0093 0.3128103
## hour14:dow2 73.3750 26.0093 2.8211 0.0047858 **
## hour15:dow2 89.7500 26.2667 3.4169 0.0006334 ***
## hour16:dow2 89.7500 25.7109 3.4907 0.0004817 ***
## hour17:dow2 94.0000 25.7737 3.6471 0.0002652 ***
## hour18:dow2 96.2500 27.2086 3.5375 0.0004040 ***
## hour19:dow2 79.2500 29.8174 2.6578 0.0078643 **
## hour20:dow2 98.5000 25.9757 3.7920 0.0001494 ***
## hour21:dow2 91.2500 31.4134 2.9048 0.0036747 **
## hour22:dow2 83.5000 29.6273 2.8183 0.0048272 **
## hour23:dow2 71.1250 27.9090 2.5485 0.0108201 *
## hour1:dow3 -36.7500 35.4068 -1.0379 0.2992993
## hour2:dow3 -78.3750 32.0924 -2.4422 0.0145995 *
## hour3:dow3 -49.2500 31.5747 -1.5598 0.1188087
## hour4:dow3 -51.0000 31.4695 -1.6206 0.1050996
## hour5:dow3 -93.5000 30.7384 -3.0418 0.0023517 **
## hour6:dow3 -91.0000 31.2135 -2.9154 0.0035523 **
## hour7:dow3 -90.5000 31.0029 -2.9191 0.0035106 **
## hour8:dow3 -82.7500 30.3853 -2.7234 0.0064621 **
## hour9:dow3 -79.7500 30.9751 -2.5746 0.0100342 *
## hour10:dow3 -76.5000 31.1068 -2.4593 0.0139221 *
## hour11:dow3 -68.8750 29.9213 -2.3019 0.0213422 *
## hour12:dow3 -33.7500 31.8789 -1.0587 0.2897388
## hour13:dow3 4.0000 31.9591 0.1252 0.9003971
## hour14:dow3 15.7500 33.3784 0.4719 0.6370254
## hour15:dow3 57.5000 33.2598 1.7288 0.0838429 .
## hour16:dow3 56.2500 37.4584 1.5017 0.1331835
## hour17:dow3 72.2500 39.8502 1.8130 0.0698259 .
## hour18:dow3 16.3750 38.1750 0.4289 0.6679631
## hour19:dow3 54.8750 34.6145 1.5853 0.1128936
## hour20:dow3 62.0000 37.1017 1.6711 0.0947055 .
## hour21:dow3 56.1250 37.3669 1.5020 0.1330973
## hour22:dow3 25.3750 44.8584 0.5657 0.5716188
## hour23:dow3 -21.3750 53.2345 -0.4015 0.6880333
## hour1:dow4 -53.7500 33.8638 -1.5872 0.1124583
## hour2:dow4 -105.7500 28.6915 -3.6858 0.0002280 ***
## hour3:dow4 -64.1250 30.1569 -2.1264 0.0334720 *
## hour4:dow4 -55.6250 28.5224 -1.9502 0.0511497 .
## hour5:dow4 -95.6250 27.7001 -3.4522 0.0005561 ***
## hour6:dow4 -107.5000 26.8556 -4.0029 6.257e-05 ***
## hour7:dow4 -77.8750 27.2930 -2.8533 0.0043268 **
## hour8:dow4 -73.5000 27.2612 -2.6961 0.0070149 **
## hour9:dow4 -67.6250 27.1052 -2.4949 0.0125990 *
## hour10:dow4 -74.2500 26.9366 -2.7565 0.0058428 **
## hour11:dow4 -29.7500 26.6405 -1.1167 0.2641132
## hour12:dow4 -9.0000 29.1230 -0.3090 0.7572952
## hour13:dow4 3.1250 29.1505 0.1072 0.9146285
## hour14:dow4 30.8750 32.4934 0.9502 0.3420137
## hour15:dow4 73.5000 32.3233 2.2739 0.0229719 *
## hour16:dow4 21.0000 45.2496 0.4641 0.6425816
## hour17:dow4 31.5000 41.2121 0.7643 0.4446659
## hour18:dow4 61.7500 34.4289 1.7935 0.0728851 .
## hour19:dow4 38.8750 32.7075 1.1886 0.2346110
## hour20:dow4 85.8750 31.6218 2.7157 0.0066137 **
## hour21:dow4 61.5000 35.0494 1.7547 0.0793168 .
## hour22:dow4 30.7500 31.7616 0.9682 0.3329693
## hour23:dow4 2.7500 30.2659 0.0909 0.9276027
## hour1:dow5 -69.7361 27.0153 -2.5814 0.0098413 **
## hour2:dow5 -96.7361 23.6485 -4.0906 4.303e-05 ***
## hour3:dow5 -97.1111 20.2656 -4.7919 1.652e-06 ***
## hour4:dow5 -77.3611 21.4026 -3.6146 0.0003009 ***
## hour5:dow5 -124.6111 20.2192 -6.1630 7.138e-10 ***
## hour6:dow5 -134.3611 21.6619 -6.2026 5.553e-10 ***
## hour7:dow5 -119.7361 20.1540 -5.9411 2.832e-09 ***
## hour8:dow5 -121.9861 19.2491 -6.3372 2.339e-10 ***
## hour9:dow5 -112.2361 19.9845 -5.6162 1.952e-08 ***
## hour10:dow5 -113.9861 19.6320 -5.8061 6.393e-09 ***
## hour11:dow5 -98.1111 19.6621 -4.9899 6.042e-07 ***
## hour12:dow5 -60.4861 20.4399 -2.9592 0.0030842 **
## hour13:dow5 -51.7361 27.1294 -1.9070 0.0565189 .
## hour14:dow5 -7.8611 27.7513 -0.2833 0.7769701
## hour15:dow5 12.0139 28.1222 0.4272 0.6692318
## hour16:dow5 1.8889 29.0078 0.0651 0.9480811
## hour17:dow5 -1.9861 26.8829 -0.0739 0.9411057
## hour18:dow5 -34.6111 32.0700 -1.0792 0.2804822
## hour19:dow5 -21.2361 29.8745 -0.7108 0.4771813
## hour20:dow5 40.6389 30.4077 1.3365 0.1813969
## hour21:dow5 11.0139 32.9375 0.3344 0.7380870
## hour22:dow5 -57.8611 25.3319 -2.2841 0.0223643 *
## hour23:dow5 -56.6111 24.5050 -2.3102 0.0208777 *
## hour1:dow6 4.3750 28.1913 0.1552 0.8766717
## hour2:dow6 -15.0000 21.4043 -0.7008 0.4834314
## hour3:dow6 -11.3750 20.4547 -0.5561 0.5781380
## hour4:dow6 -12.5000 22.3813 -0.5585 0.5765024
## hour5:dow6 -68.1250 21.1162 -3.2262 0.0012544 **
## hour6:dow6 -43.8750 21.6379 -2.0277 0.0425915 *
## hour7:dow6 -61.5000 20.5280 -2.9959 0.0027362 **
## hour8:dow6 -34.5000 19.9479 -1.7295 0.0837182 .
## hour9:dow6 -43.7500 20.9799 -2.0853 0.0370390 *
## hour10:dow6 -53.6250 21.3679 -2.5096 0.0120867 *
## hour11:dow6 -37.2500 21.1987 -1.7572 0.0788867 .
## hour12:dow6 -17.6250 21.8529 -0.8065 0.4199381
## hour13:dow6 -14.0000 26.3983 -0.5303 0.5958776
## hour14:dow6 1.3750 28.0172 0.0491 0.9608579
## hour15:dow6 42.1250 28.8075 1.4623 0.1436614
## hour16:dow6 53.8750 25.3358 2.1264 0.0334668 *
## hour17:dow6 49.3750 21.6018 2.2857 0.0222722 *
## hour18:dow6 17.3750 23.6194 0.7356 0.4619595
## hour19:dow6 37.2500 22.3414 1.6673 0.0954534 .
## hour20:dow6 76.8750 22.2331 3.4577 0.0005448 ***
## hour21:dow6 47.3750 30.1905 1.5692 0.1166012
## hour22:dow6 -6.5000 25.3896 -0.2560 0.7979430
## hour23:dow6 -22.7500 24.9398 -0.9122 0.3616646
## hour1:dow7 -24.7500 23.4406 -1.0559 0.2910330
## hour2:dow7 -42.3750 19.5620 -2.1662 0.0302966 *
## hour3:dow7 -23.6250 17.6606 -1.3377 0.1809872
## hour4:dow7 -21.0000 18.2997 -1.1476 0.2511508
## hour5:dow7 -57.5000 18.2479 -3.1510 0.0016269 **
## hour6:dow7 -27.0000 17.6478 -1.5299 0.1260325
## hour7:dow7 -27.0000 18.4399 -1.4642 0.1431354
## hour8:dow7 -44.1250 17.8388 -2.4735 0.0133782 *
## hour9:dow7 -38.2500 17.2975 -2.2113 0.0270153 *
## hour10:dow7 -49.0000 18.6151 -2.6323 0.0084815 **
## hour11:dow7 -35.6250 17.0913 -2.0844 0.0371249 *
## hour12:dow7 -36.7500 19.4562 -1.8889 0.0589112 .
## hour13:dow7 -48.5000 24.0016 -2.0207 0.0433110 *
## hour14:dow7 -36.2500 23.1471 -1.5661 0.1173315
## hour15:dow7 -68.0000 23.9081 -2.8442 0.0044519 **
## hour16:dow7 -43.1250 24.8034 -1.7387 0.0820925 .
## hour17:dow7 -71.5000 24.5837 -2.9084 0.0036325 **
## hour18:dow7 -46.2500 24.7459 -1.8690 0.0616232 .
## hour19:dow7 -51.3750 22.4631 -2.2871 0.0221910 *
## hour20:dow7 -24.6250 22.6666 -1.0864 0.2773014
## hour21:dow7 -58.2500 30.2830 -1.9235 0.0544144 .
## hour22:dow7 -61.1250 25.3622 -2.4101 0.0159490 *
## hour23:dow7 -61.0000 21.8362 -2.7935 0.0052137 **
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Call:
## glm(formula = form, data = df)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -244.60 -16.25 2.53 19.60 72.72
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -14.30601 4.92612 -2.904 0.00393 **
## lin1 -0.07819 0.05056 -1.547 0.12293
## lin2 -0.22632 0.05011 -4.516 8.76e-06 ***
## postchange 29.26646 6.92561 4.226 3.08e-05 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for gaussian family taken to be 1010.128)
##
## Null deviance: 360511 on 336 degrees of freedom
## Residual deviance: 336373 on 333 degrees of freedom
## AIC: 3293.7
##
## Number of Fisher Scoring iterations: 2
##
##
## z test of coefficients:
##
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) -14.306009 4.836888 -2.9577 0.0030996 **
## lin1 -0.078194 0.044399 -1.7612 0.0782091 .
## lin2 -0.226316 0.059702 -3.7908 0.0001502 ***
## postchange 29.266459 6.714152 4.3589 1.307e-05 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [1] "3 Regression for winchib model2 on 2016-09-07/red/50-100%"
##
## Call:
## glm(formula = form, data = df)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -262.875 -20.750 -2.375 20.000 168.375
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## hour0 325.125 14.549 22.347 < 2e-16 ***
## hour1 338.125 14.549 23.240 < 2e-16 ***
## hour2 302.125 14.549 20.766 < 2e-16 ***
## hour3 247.875 14.549 17.037 < 2e-16 ***
## hour4 217.375 14.549 14.941 < 2e-16 ***
## hour5 205.000 14.549 14.090 < 2e-16 ***
## hour6 172.875 14.549 11.882 < 2e-16 ***
## hour7 160.000 14.549 10.997 < 2e-16 ***
## hour8 157.625 14.549 10.834 < 2e-16 ***
## hour9 138.750 14.549 9.537 < 2e-16 ***
## hour10 155.250 14.549 10.671 < 2e-16 ***
## hour11 174.750 14.549 12.011 < 2e-16 ***
## hour12 219.125 14.549 15.061 < 2e-16 ***
## hour13 282.125 14.549 19.391 < 2e-16 ***
## hour14 322.750 14.549 22.183 < 2e-16 ***
## hour15 323.750 14.549 22.252 < 2e-16 ***
## hour16 345.500 14.549 23.747 < 2e-16 ***
## hour17 372.000 14.549 25.569 < 2e-16 ***
## hour18 391.625 14.549 26.917 < 2e-16 ***
## hour19 324.250 14.549 22.287 < 2e-16 ***
## hour20 290.875 14.549 19.993 < 2e-16 ***
## hour21 313.375 14.549 21.539 < 2e-16 ***
## hour22 347.750 14.549 23.902 < 2e-16 ***
## hour23 336.875 14.549 23.154 < 2e-16 ***
## dow2 40.875 20.576 1.987 0.047200 *
## dow3 97.875 20.576 4.757 2.21e-06 ***
## dow4 93.764 19.996 4.689 3.06e-06 ***
## dow5 117.625 20.576 5.717 1.38e-08 ***
## dow6 50.500 20.576 2.454 0.014257 *
## dow7 22.625 20.576 1.100 0.271729
## hour1:dow2 -15.875 29.098 -0.546 0.585468
## hour2:dow2 -48.500 29.098 -1.667 0.095827 .
## hour3:dow2 -31.750 29.098 -1.091 0.275438
## hour4:dow2 -20.375 29.098 -0.700 0.483932
## hour5:dow2 -31.375 29.098 -1.078 0.281146
## hour6:dow2 -27.250 29.098 -0.936 0.349217
## hour7:dow2 -37.000 29.098 -1.272 0.203782
## hour8:dow2 -27.750 29.098 -0.954 0.340448
## hour9:dow2 -8.000 29.098 -0.275 0.783418
## hour10:dow2 5.375 29.098 0.185 0.853481
## hour11:dow2 10.375 29.098 0.357 0.721492
## hour12:dow2 32.875 29.098 1.130 0.258793
## hour13:dow2 33.750 29.098 1.160 0.246339
## hour14:dow2 81.500 29.098 2.801 0.005180 **
## hour15:dow2 93.250 29.098 3.205 0.001389 **
## hour16:dow2 93.875 29.098 3.226 0.001289 **
## hour17:dow2 93.375 29.098 3.209 0.001368 **
## hour18:dow2 102.000 29.098 3.505 0.000473 ***
## hour19:dow2 84.000 29.098 2.887 0.003963 **
## hour20:dow2 93.000 29.098 3.196 0.001430 **
## hour21:dow2 82.750 29.098 2.844 0.004535 **
## hour22:dow2 84.125 29.098 2.891 0.003910 **
## hour23:dow2 71.250 29.098 2.449 0.014486 *
## hour1:dow3 -23.875 29.098 -0.820 0.412099
## hour2:dow3 -73.625 29.098 -2.530 0.011529 *
## hour3:dow3 -47.750 29.098 -1.641 0.101066
## hour4:dow3 -37.625 29.098 -1.293 0.196253
## hour5:dow3 -81.125 29.098 -2.788 0.005389 **
## hour6:dow3 -83.625 29.098 -2.874 0.004127 **
## hour7:dow3 -77.000 29.098 -2.646 0.008248 **
## hour8:dow3 -71.500 29.098 -2.457 0.014146 *
## hour9:dow3 -66.750 29.098 -2.294 0.021969 *
## hour10:dow3 -70.375 29.098 -2.419 0.015734 *
## hour11:dow3 -51.750 29.098 -1.778 0.075587 .
## hour12:dow3 -16.625 29.098 -0.571 0.567878
## hour13:dow3 17.000 29.098 0.584 0.559179
## hour14:dow3 35.625 29.098 1.224 0.221083
## hour15:dow3 72.750 29.098 2.500 0.012549 *
## hour16:dow3 65.375 29.098 2.247 0.024844 *
## hour17:dow3 81.750 29.098 2.809 0.005045 **
## hour18:dow3 24.375 29.098 0.838 0.402380
## hour19:dow3 70.375 29.098 2.419 0.015734 *
## hour20:dow3 66.375 29.098 2.281 0.022723 *
## hour21:dow3 55.000 29.098 1.890 0.058983 .
## hour22:dow3 28.125 29.098 0.967 0.333966
## hour23:dow3 -17.875 29.098 -0.614 0.539137
## hour1:dow4 -58.389 28.691 -2.035 0.042067 *
## hour2:dow4 -99.514 28.691 -3.468 0.000542 ***
## hour3:dow4 -55.264 28.691 -1.926 0.054325 .
## hour4:dow4 -45.139 28.691 -1.573 0.115926
## hour5:dow4 -79.389 28.691 -2.767 0.005746 **
## hour6:dow4 -89.764 28.691 -3.129 0.001799 **
## hour7:dow4 -55.889 28.691 -1.948 0.051659 .
## hour8:dow4 -55.764 28.691 -1.944 0.052183 .
## hour9:dow4 -47.889 28.691 -1.669 0.095361 .
## hour10:dow4 -59.264 28.691 -2.066 0.039087 *
## hour11:dow4 -11.514 28.691 -0.401 0.688270
## hour12:dow4 8.111 28.691 0.283 0.777454
## hour13:dow4 19.986 28.691 0.697 0.486195
## hour14:dow4 53.611 28.691 1.869 0.061933 .
## hour15:dow4 84.361 28.691 2.940 0.003343 **
## hour16:dow4 30.111 28.691 1.049 0.294169
## hour17:dow4 42.111 28.691 1.468 0.142444
## hour18:dow4 73.736 28.691 2.570 0.010292 *
## hour19:dow4 53.361 28.691 1.860 0.063157 .
## hour20:dow4 93.861 28.691 3.271 0.001101 **
## hour21:dow4 60.361 28.691 2.104 0.035606 *
## hour22:dow4 32.611 28.691 1.137 0.255927
## hour23:dow4 9.486 28.691 0.331 0.740985
## hour1:dow5 -65.500 29.098 -2.251 0.024570 *
## hour2:dow5 -72.875 29.098 -2.504 0.012399 *
## hour3:dow5 -76.625 29.098 -2.633 0.008566 **
## hour4:dow5 -73.625 29.098 -2.530 0.011529 *
## hour5:dow5 -105.250 29.098 -3.617 0.000311 ***
## hour6:dow5 -117.250 29.098 -4.029 5.95e-05 ***
## hour7:dow5 -92.750 29.098 -3.187 0.001473 **
## hour8:dow5 -100.750 29.098 -3.462 0.000555 ***
## hour9:dow5 -85.250 29.098 -2.930 0.003458 **
## hour10:dow5 -99.500 29.098 -3.419 0.000649 ***
## hour11:dow5 -78.875 29.098 -2.711 0.006813 **
## hour12:dow5 -38.125 29.098 -1.310 0.190378
## hour13:dow5 -27.750 29.098 -0.954 0.340448
## hour14:dow5 33.625 29.098 1.156 0.248092
## hour15:dow5 47.000 29.098 1.615 0.106531
## hour16:dow5 37.250 29.098 1.280 0.200746
## hour17:dow5 37.750 29.098 1.297 0.194772
## hour18:dow5 8.000 29.098 0.275 0.783418
## hour19:dow5 23.500 29.098 0.808 0.419479
## hour20:dow5 84.125 29.098 2.891 0.003910 **
## hour21:dow5 27.875 29.098 0.958 0.338279
## hour22:dow5 -39.125 29.098 -1.345 0.179019
## hour23:dow5 -32.375 29.098 -1.113 0.266103
## hour1:dow6 2.250 29.098 0.077 0.938379
## hour2:dow6 -2.125 29.098 -0.073 0.941796
## hour3:dow6 -6.125 29.098 -0.210 0.833319
## hour4:dow6 -10.750 29.098 -0.369 0.711867
## hour5:dow6 -61.250 29.098 -2.105 0.035508 *
## hour6:dow6 -39.750 29.098 -1.366 0.172180
## hour7:dow6 -45.125 29.098 -1.551 0.121223
## hour8:dow6 -26.125 29.098 -0.898 0.369465
## hour9:dow6 -31.875 29.098 -1.095 0.273553
## hour10:dow6 -40.000 29.098 -1.375 0.169500
## hour11:dow6 -20.625 29.098 -0.709 0.478585
## hour12:dow6 -6.500 29.098 -0.223 0.823277
## hour13:dow6 -5.375 29.098 -0.185 0.853481
## hour14:dow6 17.625 29.098 0.606 0.544826
## hour15:dow6 50.625 29.098 1.740 0.082156 .
## hour16:dow6 59.875 29.098 2.058 0.039840 *
## hour17:dow6 52.875 29.098 1.817 0.069453 .
## hour18:dow6 24.250 29.098 0.833 0.404797
## hour19:dow6 53.750 29.098 1.847 0.064970 .
## hour20:dow6 78.625 29.098 2.702 0.006990 **
## hour21:dow6 39.875 29.098 1.370 0.170836
## hour22:dow6 -4.250 29.098 -0.146 0.883901
## hour23:dow6 -10.500 29.098 -0.361 0.718279
## hour1:dow7 -23.875 29.098 -0.820 0.412099
## hour2:dow7 -34.250 29.098 -1.177 0.239414
## hour3:dow7 -15.250 29.098 -0.524 0.600317
## hour4:dow7 -14.625 29.098 -0.503 0.615334
## hour5:dow7 -38.625 29.098 -1.327 0.184634
## hour6:dow7 -14.250 29.098 -0.490 0.624423
## hour7:dow7 -13.750 29.098 -0.473 0.636631
## hour8:dow7 -30.875 29.098 -1.061 0.288880
## hour9:dow7 -16.500 29.098 -0.567 0.570792
## hour10:dow7 -34.875 29.098 -1.199 0.230953
## hour11:dow7 -13.875 29.098 -0.477 0.633569
## hour12:dow7 -22.500 29.098 -0.773 0.439534
## hour13:dow7 -42.875 29.098 -1.473 0.140895
## hour14:dow7 -20.625 29.098 -0.709 0.478585
## hour15:dow7 -59.625 29.098 -2.049 0.040674 *
## hour16:dow7 -46.875 29.098 -1.611 0.107465
## hour17:dow7 -65.875 29.098 -2.264 0.023763 *
## hour18:dow7 -29.875 29.098 -1.027 0.304775
## hour19:dow7 -34.000 29.098 -1.168 0.242859
## hour20:dow7 -11.375 29.098 -0.391 0.695929
## hour21:dow7 -54.750 29.098 -1.882 0.060143 .
## hour22:dow7 -48.875 29.098 -1.680 0.093290 .
## hour23:dow7 -49.375 29.098 -1.697 0.089991 .
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for gaussian family taken to be 1693.413)
##
## Null deviance: 161104155 on 1345 degrees of freedom
## Residual deviance: 1993147 on 1177 degrees of freedom
## AIC: 13975
##
## Number of Fisher Scoring iterations: 2
##
##
## z test of coefficients:
##
## Estimate Std. Error z value Pr(>|z|)
## hour0 325.1250 19.2496 16.8899 < 2.2e-16 ***
## hour1 338.1250 17.6327 19.1760 < 2.2e-16 ***
## hour2 302.1250 10.7406 28.1292 < 2.2e-16 ***
## hour3 247.8750 10.6101 23.3621 < 2.2e-16 ***
## hour4 217.3750 8.6823 25.0365 < 2.2e-16 ***
## hour5 205.0000 7.1610 28.6272 < 2.2e-16 ***
## hour6 172.8750 6.4012 27.0066 < 2.2e-16 ***
## hour7 160.0000 5.9519 26.8823 < 2.2e-16 ***
## hour8 157.6250 6.9918 22.5442 < 2.2e-16 ***
## hour9 138.7500 7.9789 17.3896 < 2.2e-16 ***
## hour10 155.2500 6.9888 22.2142 < 2.2e-16 ***
## hour11 174.7500 5.3341 32.7611 < 2.2e-16 ***
## hour12 219.1250 9.2605 23.6624 < 2.2e-16 ***
## hour13 282.1250 10.6370 26.5229 < 2.2e-16 ***
## hour14 322.7500 9.1095 35.4302 < 2.2e-16 ***
## hour15 323.7500 12.9701 24.9613 < 2.2e-16 ***
## hour16 345.5000 11.9561 28.8973 < 2.2e-16 ***
## hour17 372.0000 6.5788 56.5449 < 2.2e-16 ***
## hour18 391.6250 12.9235 30.3034 < 2.2e-16 ***
## hour19 324.2500 11.8763 27.3022 < 2.2e-16 ***
## hour20 290.8750 13.1935 22.0468 < 2.2e-16 ***
## hour21 313.3750 22.4097 13.9839 < 2.2e-16 ***
## hour22 347.7500 18.0642 19.2508 < 2.2e-16 ***
## hour23 336.8750 18.0816 18.6308 < 2.2e-16 ***
## dow2 40.8750 26.3496 1.5513 0.1208395
## dow3 97.8750 31.0642 3.1507 0.0016286 **
## dow4 93.7639 27.3383 3.4298 0.0006041 ***
## dow5 117.6250 22.6674 5.1892 2.112e-07 ***
## dow6 50.5000 23.7116 2.1298 0.0331914 *
## dow7 22.6250 21.5007 1.0523 0.2926654
## hour1:dow2 -15.8750 36.5002 -0.4349 0.6636136
## hour2:dow2 -48.5000 31.4875 -1.5403 0.1234886
## hour3:dow2 -31.7500 31.5526 -1.0063 0.3142928
## hour4:dow2 -20.3750 28.7969 -0.7075 0.4792303
## hour5:dow2 -31.3750 28.9833 -1.0825 0.2790221
## hour6:dow2 -27.2500 28.1409 -0.9683 0.3328742
## hour7:dow2 -37.0000 37.5460 -0.9855 0.3243994
## hour8:dow2 -27.7500 30.7457 -0.9026 0.3667564
## hour9:dow2 -8.0000 27.8656 -0.2871 0.7740419
## hour10:dow2 5.3750 28.5437 0.1883 0.8506353
## hour11:dow2 10.3750 27.8990 0.3719 0.7099840
## hour12:dow2 32.8750 30.2174 1.0879 0.2766179
## hour13:dow2 33.7500 29.5720 1.1413 0.2537518
## hour14:dow2 81.5000 29.2972 2.7818 0.0054052 **
## hour15:dow2 93.2500 31.6367 2.9475 0.0032033 **
## hour16:dow2 93.8750 32.4885 2.8895 0.0038587 **
## hour17:dow2 93.3750 30.0485 3.1075 0.0018869 **
## hour18:dow2 102.0000 33.0536 3.0859 0.0020294 **
## hour19:dow2 84.0000 34.0185 2.4692 0.0135398 *
## hour20:dow2 93.0000 32.4832 2.8630 0.0041963 **
## hour21:dow2 82.7500 36.8105 2.2480 0.0245762 *
## hour22:dow2 84.1250 37.4780 2.2447 0.0247905 *
## hour23:dow2 71.2500 35.8798 1.9858 0.0470558 *
## hour1:dow3 -23.8750 38.8834 -0.6140 0.5392057
## hour2:dow3 -73.6250 34.7143 -2.1209 0.0339313 *
## hour3:dow3 -47.7500 34.0585 -1.4020 0.1609150
## hour4:dow3 -37.6250 33.9479 -1.1083 0.2677254
## hour5:dow3 -81.1250 32.7381 -2.4780 0.0132122 *
## hour6:dow3 -83.6250 32.8493 -2.5457 0.0109053 *
## hour7:dow3 -77.0000 32.6648 -2.3573 0.0184095 *
## hour8:dow3 -71.5000 32.6787 -2.1880 0.0286720 *
## hour9:dow3 -66.7500 33.0051 -2.0224 0.0431334 *
## hour10:dow3 -70.3750 32.9955 -2.1329 0.0329357 *
## hour11:dow3 -51.7500 32.5689 -1.5889 0.1120738
## hour12:dow3 -16.6250 34.8057 -0.4777 0.6328981
## hour13:dow3 17.0000 33.7536 0.5037 0.6145070
## hour14:dow3 35.6250 35.1595 1.0132 0.3109452
## hour15:dow3 72.7500 36.4795 1.9943 0.0461226 *
## hour16:dow3 65.3750 41.2623 1.5844 0.1131080
## hour17:dow3 81.7500 41.2546 1.9816 0.0475242 *
## hour18:dow3 24.3750 40.9276 0.5956 0.5514663
## hour19:dow3 70.3750 37.1022 1.8968 0.0578561 .
## hour20:dow3 66.3750 40.3823 1.6437 0.1002454
## hour21:dow3 55.0000 41.4518 1.3268 0.1845607
## hour22:dow3 28.1250 48.8053 0.5763 0.5644333
## hour23:dow3 -17.8750 56.4971 -0.3164 0.7517081
## hour1:dow4 -58.3889 37.1412 -1.5721 0.1159328
## hour2:dow4 -99.5139 31.3023 -3.1791 0.0014772 **
## hour3:dow4 -55.2639 32.3939 -1.7060 0.0880083 .
## hour4:dow4 -45.1389 30.4133 -1.4842 0.1377601
## hour5:dow4 -79.3889 29.1433 -2.7241 0.0064480 **
## hour6:dow4 -89.7639 28.5440 -3.1448 0.0016623 **
## hour7:dow4 -55.8889 28.9321 -1.9317 0.0533932 .
## hour8:dow4 -55.7639 29.0586 -1.9190 0.0549824 .
## hour9:dow4 -47.8889 28.8766 -1.6584 0.0972377 .
## hour10:dow4 -59.2639 28.6325 -2.0698 0.0384699 *
## hour11:dow4 -11.5139 28.4500 -0.4047 0.6856933
## hour12:dow4 8.1111 31.0233 0.2615 0.7937438
## hour13:dow4 19.9861 30.3762 0.6580 0.5105687
## hour14:dow4 53.6111 33.5967 1.5957 0.1105504
## hour15:dow4 84.3611 34.1110 2.4731 0.0133932 *
## hour16:dow4 30.1111 47.4843 0.6341 0.5259971
## hour17:dow4 42.1111 42.1062 1.0001 0.3172538
## hour18:dow4 73.7361 36.8618 2.0003 0.0454637 *
## hour19:dow4 53.3611 34.3444 1.5537 0.1202545
## hour20:dow4 93.8611 34.7382 2.7020 0.0068932 **
## hour21:dow4 60.3611 38.1325 1.5829 0.1134374
## hour22:dow4 32.6111 35.7797 0.9114 0.3620629
## hour23:dow4 9.4861 34.7934 0.2726 0.7851288
## hour1:dow5 -65.5000 32.6826 -2.0041 0.0450565 *
## hour2:dow5 -72.8750 29.0889 -2.5053 0.0122364 *
## hour3:dow5 -76.6250 26.0734 -2.9388 0.0032947 **
## hour4:dow5 -73.6250 24.7828 -2.9708 0.0029701 **
## hour5:dow5 -105.2500 24.6108 -4.2766 1.898e-05 ***
## hour6:dow5 -117.2500 25.2760 -4.6388 3.504e-06 ***
## hour7:dow5 -92.7500 24.9419 -3.7186 0.0002003 ***
## hour8:dow5 -100.7500 24.1013 -4.1803 2.912e-05 ***
## hour9:dow5 -85.2500 24.9446 -3.4176 0.0006318 ***
## hour10:dow5 -99.5000 24.2819 -4.0977 4.173e-05 ***
## hour11:dow5 -78.8750 23.9316 -3.2958 0.0009813 ***
## hour12:dow5 -38.1250 25.5319 -1.4932 0.1353774
## hour13:dow5 -27.7500 30.9330 -0.8971 0.3696652
## hour14:dow5 33.6250 30.5346 1.1012 0.2708057
## hour15:dow5 47.0000 35.0811 1.3398 0.1803262
## hour16:dow5 37.2500 33.3053 1.1184 0.2633790
## hour17:dow5 37.7500 28.5418 1.3226 0.1859607
## hour18:dow5 8.0000 30.7653 0.2600 0.7948380
## hour19:dow5 23.5000 31.3989 0.7484 0.4541985
## hour20:dow5 84.1250 34.9080 2.4099 0.0159567 *
## hour21:dow5 27.8750 38.2100 0.7295 0.4656836
## hour22:dow5 -39.1250 32.6406 -1.1987 0.2306605
## hour23:dow5 -32.3750 33.3278 -0.9714 0.3313433
## hour1:dow6 2.2500 34.2917 0.0656 0.9476855
## hour2:dow6 -2.1250 27.8846 -0.0762 0.9392546
## hour3:dow6 -6.1250 27.2393 -0.2249 0.8220887
## hour4:dow6 -10.7500 27.3930 -0.3924 0.6947359
## hour5:dow6 -61.2500 25.4546 -2.4062 0.0161174 *
## hour6:dow6 -39.7500 25.4045 -1.5647 0.1176566
## hour7:dow6 -45.1250 25.8383 -1.7464 0.0807350 .
## hour8:dow6 -26.1250 25.2879 -1.0331 0.3015562
## hour9:dow6 -31.8750 26.0529 -1.2235 0.2211507
## hour10:dow6 -40.0000 26.6912 -1.4986 0.1339718
## hour11:dow6 -20.6250 26.4372 -0.7801 0.4353030
## hour12:dow6 -6.5000 27.1898 -0.2391 0.8110592
## hour13:dow6 -5.3750 30.2128 -0.1779 0.8587980
## hour14:dow6 17.6250 31.7381 0.5553 0.5786713
## hour15:dow6 50.6250 34.5248 1.4663 0.1425570
## hour16:dow6 59.8750 32.2539 1.8564 0.0634013 .
## hour17:dow6 52.8750 26.1734 2.0202 0.0433644 *
## hour18:dow6 24.2500 29.8870 0.8114 0.4171427
## hour19:dow6 53.7500 28.0941 1.9132 0.0557207 .
## hour20:dow6 78.6250 29.1751 2.6949 0.0070403 **
## hour21:dow6 39.8750 35.8844 1.1112 0.2664786
## hour22:dow6 -4.2500 34.6815 -0.1225 0.9024684
## hour23:dow6 -10.5000 34.5929 -0.3035 0.7614855
## hour1:dow7 -23.8750 32.4769 -0.7351 0.4622552
## hour2:dow7 -34.2500 26.5340 -1.2908 0.1967747
## hour3:dow7 -15.2500 24.7520 -0.6161 0.5378211
## hour4:dow7 -14.6250 24.2069 -0.6042 0.5457335
## hour5:dow7 -38.6250 24.7764 -1.5589 0.1190098
## hour6:dow7 -14.2500 23.3626 -0.6099 0.5418960
## hour7:dow7 -13.7500 23.5789 -0.5831 0.5597929
## hour8:dow7 -30.8750 23.5656 -1.3102 0.1901369
## hour9:dow7 -16.5000 23.8130 -0.6929 0.4883736
## hour10:dow7 -34.8750 23.9510 -1.4561 0.1453658
## hour11:dow7 -13.8750 23.7210 -0.5849 0.5585991
## hour12:dow7 -22.5000 25.1194 -0.8957 0.3704004
## hour13:dow7 -42.8750 27.4648 -1.5611 0.1185027
## hour14:dow7 -20.6250 26.9116 -0.7664 0.4434392
## hour15:dow7 -59.6250 28.9088 -2.0625 0.0391585 *
## hour16:dow7 -46.8750 27.2113 -1.7226 0.0849555 .
## hour17:dow7 -65.8750 28.2916 -2.3284 0.0198892 *
## hour18:dow7 -29.8750 32.3237 -0.9242 0.3553587
## hour19:dow7 -34.0000 29.2769 -1.1613 0.2455096
## hour20:dow7 -11.3750 31.0065 -0.3669 0.7137241
## hour21:dow7 -54.7500 37.7410 -1.4507 0.1468694
## hour22:dow7 -48.8750 35.3433 -1.3829 0.1667067
## hour23:dow7 -49.3750 31.5720 -1.5639 0.1178440
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Call:
## glm(formula = form, data = df)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -237.669 -14.432 0.206 16.632 87.394
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -25.37913 4.91289 -5.166 4.13e-07 ***
## lin1 -0.17342 0.05043 -3.439 0.000658 ***
## lin2 -0.19836 0.04998 -3.969 8.85e-05 ***
## postchange 24.88982 6.90701 3.604 0.000362 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for gaussian family taken to be 1004.708)
##
## Null deviance: 365758 on 336 degrees of freedom
## Residual deviance: 334568 on 333 degrees of freedom
## AIC: 3291.8
##
## Number of Fisher Scoring iterations: 2
##
##
## z test of coefficients:
##
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) -25.379130 8.219207 -3.0878 0.002017 **
## lin1 -0.173424 0.076734 -2.2601 0.023816 *
## lin2 -0.198363 0.033612 -5.9016 3.6e-09 ***
## postchange 24.889816 8.855455 2.8107 0.004944 **
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [1] "4 Regression for rate_winchib model2 on 2016-08-17/red/0-30%"
##
## Call:
## glm(formula = form, data = df)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -1.787e-03 -2.170e-04 9.950e-06 2.262e-04 1.613e-03
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## hour0 3.887e-03 1.401e-04 27.733 < 2e-16 ***
## hour1 3.955e-03 1.401e-04 28.224 < 2e-16 ***
## hour2 3.922e-03 1.401e-04 27.984 < 2e-16 ***
## hour3 3.253e-03 1.401e-04 23.210 < 2e-16 ***
## hour4 3.121e-03 1.401e-04 22.270 < 2e-16 ***
## hour5 2.992e-03 1.401e-04 21.347 < 2e-16 ***
## hour6 2.680e-03 1.401e-04 19.123 < 2e-16 ***
## hour7 2.755e-03 1.401e-04 19.660 < 2e-16 ***
## hour8 2.651e-03 1.401e-04 18.914 < 2e-16 ***
## hour9 2.453e-03 1.401e-04 17.506 < 2e-16 ***
## hour10 2.313e-03 1.401e-04 16.502 < 2e-16 ***
## hour11 2.343e-03 1.401e-04 16.719 < 2e-16 ***
## hour12 2.533e-03 1.401e-04 18.076 < 2e-16 ***
## hour13 2.828e-03 1.401e-04 20.177 < 2e-16 ***
## hour14 3.185e-03 1.401e-04 22.727 < 2e-16 ***
## hour15 2.789e-03 1.401e-04 19.900 < 2e-16 ***
## hour16 3.132e-03 1.401e-04 22.351 < 2e-16 ***
## hour17 3.297e-03 1.401e-04 23.528 < 2e-16 ***
## hour18 3.383e-03 1.401e-04 24.141 < 2e-16 ***
## hour19 2.868e-03 1.401e-04 20.465 < 2e-16 ***
## hour20 2.687e-03 1.401e-04 19.176 < 2e-16 ***
## hour21 2.937e-03 1.401e-04 20.955 < 2e-16 ***
## hour22 3.381e-03 1.401e-04 24.126 < 2e-16 ***
## hour23 3.350e-03 1.401e-04 23.905 < 2e-16 ***
## dow2 -5.664e-04 1.982e-04 -2.858 0.004340 **
## dow3 -4.276e-04 1.982e-04 -2.157 0.031186 *
## dow4 -2.913e-04 1.926e-04 -1.512 0.130678
## dow5 -1.353e-05 1.982e-04 -0.068 0.945589
## dow6 -6.928e-04 1.982e-04 -3.496 0.000490 ***
## dow7 -2.438e-04 1.982e-04 -1.230 0.218856
## hour1:dow2 -3.838e-04 2.803e-04 -1.369 0.171136
## hour2:dow2 -6.935e-04 2.803e-04 -2.474 0.013496 *
## hour3:dow2 -1.008e-04 2.803e-04 -0.360 0.719101
## hour4:dow2 2.398e-04 2.803e-04 0.856 0.392416
## hour5:dow2 8.292e-05 2.803e-04 0.296 0.767394
## hour6:dow2 -9.385e-05 2.803e-04 -0.335 0.737816
## hour7:dow2 -3.796e-04 2.803e-04 -1.354 0.175864
## hour8:dow2 -2.523e-04 2.803e-04 -0.900 0.368300
## hour9:dow2 -1.696e-04 2.803e-04 -0.605 0.545189
## hour10:dow2 -1.302e-04 2.803e-04 -0.464 0.642388
## hour11:dow2 -6.404e-04 2.803e-04 -2.285 0.022493 *
## hour12:dow2 -8.755e-04 2.803e-04 -3.124 0.001830 **
## hour13:dow2 -1.095e-03 2.803e-04 -3.907 9.89e-05 ***
## hour14:dow2 -9.475e-04 2.803e-04 -3.381 0.000747 ***
## hour15:dow2 -4.753e-04 2.803e-04 -1.696 0.090210 .
## hour16:dow2 -4.119e-04 2.803e-04 -1.470 0.141940
## hour17:dow2 -3.179e-04 2.803e-04 -1.134 0.256917
## hour18:dow2 -3.315e-04 2.803e-04 -1.183 0.237130
## hour19:dow2 -8.066e-05 2.803e-04 -0.288 0.773572
## hour20:dow2 2.642e-04 2.803e-04 0.943 0.345995
## hour21:dow2 4.629e-04 2.803e-04 1.651 0.098913 .
## hour22:dow2 8.634e-04 2.803e-04 3.080 0.002116 **
## hour23:dow2 1.034e-03 2.803e-04 3.688 0.000236 ***
## hour1:dow3 -1.940e-04 2.803e-04 -0.692 0.489024
## hour2:dow3 -4.033e-04 2.803e-04 -1.439 0.150477
## hour3:dow3 3.104e-04 2.803e-04 1.107 0.268384
## hour4:dow3 5.163e-04 2.803e-04 1.842 0.065705 .
## hour5:dow3 1.467e-04 2.803e-04 0.523 0.600816
## hour6:dow3 -1.508e-04 2.803e-04 -0.538 0.590623
## hour7:dow3 -2.169e-04 2.803e-04 -0.774 0.439159
## hour8:dow3 -2.352e-04 2.803e-04 -0.839 0.401536
## hour9:dow3 -1.662e-04 2.803e-04 -0.593 0.553285
## hour10:dow3 -1.790e-04 2.803e-04 -0.639 0.523218
## hour11:dow3 -4.293e-04 2.803e-04 -1.532 0.125851
## hour12:dow3 -6.516e-04 2.803e-04 -2.325 0.020262 *
## hour13:dow3 -7.835e-04 2.803e-04 -2.795 0.005270 **
## hour14:dow3 -7.931e-04 2.803e-04 -2.830 0.004741 **
## hour15:dow3 -3.037e-04 2.803e-04 -1.083 0.278866
## hour16:dow3 -3.259e-04 2.803e-04 -1.163 0.245187
## hour17:dow3 -2.373e-04 2.803e-04 -0.847 0.397281
## hour18:dow3 -4.646e-04 2.803e-04 -1.658 0.097685 .
## hour19:dow3 2.377e-05 2.803e-04 0.085 0.932433
## hour20:dow3 1.897e-04 2.803e-04 0.677 0.498639
## hour21:dow3 5.377e-04 2.803e-04 1.918 0.055307 .
## hour22:dow3 8.945e-04 2.803e-04 3.191 0.001453 **
## hour23:dow3 8.907e-04 2.803e-04 3.178 0.001523 **
## hour1:dow4 -4.944e-04 2.764e-04 -1.789 0.073863 .
## hour2:dow4 -9.072e-04 2.764e-04 -3.283 0.001058 **
## hour3:dow4 -2.140e-04 2.764e-04 -0.774 0.438797
## hour4:dow4 3.600e-05 2.764e-04 0.130 0.896375
## hour5:dow4 -2.341e-04 2.764e-04 -0.847 0.397148
## hour6:dow4 -4.876e-04 2.764e-04 -1.764 0.077924 .
## hour7:dow4 -3.571e-04 2.764e-04 -1.292 0.196608
## hour8:dow4 -3.600e-04 2.764e-04 -1.303 0.192922
## hour9:dow4 -4.204e-04 2.764e-04 -1.521 0.128451
## hour10:dow4 -2.279e-04 2.764e-04 -0.825 0.409692
## hour11:dow4 -2.178e-04 2.764e-04 -0.788 0.430773
## hour12:dow4 -4.763e-04 2.764e-04 -1.724 0.085061 .
## hour13:dow4 -6.955e-04 2.764e-04 -2.517 0.011981 *
## hour14:dow4 -7.717e-04 2.764e-04 -2.792 0.005320 **
## hour15:dow4 -3.750e-04 2.764e-04 -1.357 0.175100
## hour16:dow4 -4.560e-04 2.764e-04 -1.650 0.099219 .
## hour17:dow4 -4.525e-04 2.764e-04 -1.637 0.101819
## hour18:dow4 -5.205e-04 2.764e-04 -1.883 0.059905 .
## hour19:dow4 -1.917e-04 2.764e-04 -0.694 0.487942
## hour20:dow4 2.014e-04 2.764e-04 0.729 0.466239
## hour21:dow4 3.352e-04 2.764e-04 1.213 0.225482
## hour22:dow4 5.324e-04 2.764e-04 1.927 0.054273 .
## hour23:dow4 7.155e-04 2.764e-04 2.589 0.009742 **
## hour1:dow5 -6.970e-04 2.803e-04 -2.487 0.013024 *
## hour2:dow5 -9.340e-04 2.803e-04 -3.332 0.000888 ***
## hour3:dow5 -4.369e-04 2.803e-04 -1.559 0.119360
## hour4:dow5 -2.707e-04 2.803e-04 -0.966 0.334398
## hour5:dow5 -7.299e-04 2.803e-04 -2.604 0.009332 **
## hour6:dow5 -8.005e-04 2.803e-04 -2.856 0.004367 **
## hour7:dow5 -9.004e-04 2.803e-04 -3.213 0.001351 **
## hour8:dow5 -8.171e-04 2.803e-04 -2.915 0.003621 **
## hour9:dow5 -8.265e-04 2.803e-04 -2.949 0.003253 **
## hour10:dow5 -6.558e-04 2.803e-04 -2.340 0.019470 *
## hour11:dow5 -8.469e-04 2.803e-04 -3.021 0.002571 **
## hour12:dow5 -1.186e-03 2.803e-04 -4.230 2.52e-05 ***
## hour13:dow5 -1.415e-03 2.803e-04 -5.049 5.14e-07 ***
## hour14:dow5 -1.479e-03 2.803e-04 -5.277 1.56e-07 ***
## hour15:dow5 -1.101e-03 2.803e-04 -3.927 9.11e-05 ***
## hour16:dow5 -1.209e-03 2.803e-04 -4.314 1.74e-05 ***
## hour17:dow5 -1.168e-03 2.803e-04 -4.165 3.34e-05 ***
## hour18:dow5 -1.312e-03 2.803e-04 -4.682 3.17e-06 ***
## hour19:dow5 -8.915e-04 2.803e-04 -3.181 0.001508 **
## hour20:dow5 -4.485e-04 2.803e-04 -1.600 0.109866
## hour21:dow5 -2.677e-04 2.803e-04 -0.955 0.339678
## hour22:dow5 -2.768e-04 2.803e-04 -0.988 0.323583
## hour23:dow5 4.208e-05 2.803e-04 0.150 0.880688
## hour1:dow6 -1.070e-04 2.803e-04 -0.382 0.702695
## hour2:dow6 -1.502e-04 2.803e-04 -0.536 0.592153
## hour3:dow6 4.947e-04 2.803e-04 1.765 0.077847 .
## hour4:dow6 6.341e-04 2.803e-04 2.262 0.023866 *
## hour5:dow6 1.331e-04 2.803e-04 0.475 0.634973
## hour6:dow6 1.203e-04 2.803e-04 0.429 0.667943
## hour7:dow6 -1.975e-04 2.803e-04 -0.705 0.481114
## hour8:dow6 1.543e-04 2.803e-04 0.551 0.582006
## hour9:dow6 -5.749e-05 2.803e-04 -0.205 0.837528
## hour10:dow6 -7.221e-05 2.803e-04 -0.258 0.796743
## hour11:dow6 -3.054e-04 2.803e-04 -1.089 0.276187
## hour12:dow6 -6.145e-04 2.803e-04 -2.193 0.028538 *
## hour13:dow6 -8.137e-04 2.803e-04 -2.903 0.003765 **
## hour14:dow6 -8.808e-04 2.803e-04 -3.142 0.001718 **
## hour15:dow6 -3.668e-04 2.803e-04 -1.309 0.190877
## hour16:dow6 -2.179e-04 2.803e-04 -0.777 0.437081
## hour17:dow6 -2.196e-04 2.803e-04 -0.783 0.433552
## hour18:dow6 -3.859e-04 2.803e-04 -1.377 0.168818
## hour19:dow6 7.387e-05 2.803e-04 0.264 0.792171
## hour20:dow6 5.006e-04 2.803e-04 1.786 0.074359 .
## hour21:dow6 6.740e-04 2.803e-04 2.405 0.016334 *
## hour22:dow6 6.588e-04 2.803e-04 2.350 0.018921 *
## hour23:dow6 8.543e-04 2.803e-04 3.048 0.002355 **
## hour1:dow7 -5.960e-05 2.803e-04 -0.213 0.831654
## hour2:dow7 -3.248e-04 2.803e-04 -1.159 0.246787
## hour3:dow7 1.185e-04 2.803e-04 0.423 0.672411
## hour4:dow7 7.682e-05 2.803e-04 0.274 0.784067
## hour5:dow7 -1.445e-04 2.803e-04 -0.516 0.606283
## hour6:dow7 2.977e-04 2.803e-04 1.062 0.288391
## hour7:dow7 2.068e-04 2.803e-04 0.738 0.460789
## hour8:dow7 1.754e-04 2.803e-04 0.626 0.531662
## hour9:dow7 1.318e-04 2.803e-04 0.470 0.638328
## hour10:dow7 -1.095e-04 2.803e-04 -0.391 0.695992
## hour11:dow7 4.696e-05 2.803e-04 0.168 0.866987
## hour12:dow7 1.296e-04 2.803e-04 0.462 0.643928
## hour13:dow7 1.464e-04 2.803e-04 0.522 0.601454
## hour14:dow7 8.605e-05 2.803e-04 0.307 0.758883
## hour15:dow7 1.175e-06 2.803e-04 0.004 0.996657
## hour16:dow7 2.466e-04 2.803e-04 0.880 0.379188
## hour17:dow7 2.504e-06 2.803e-04 0.009 0.992874
## hour18:dow7 3.189e-04 2.803e-04 1.138 0.255399
## hour19:dow7 4.252e-04 2.803e-04 1.517 0.129525
## hour20:dow7 5.834e-04 2.803e-04 2.081 0.037607 *
## hour21:dow7 2.873e-04 2.803e-04 1.025 0.305544
## hour22:dow7 3.853e-04 2.803e-04 1.375 0.169507
## hour23:dow7 5.890e-04 2.803e-04 2.102 0.035803 *
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for gaussian family taken to be 1.571245e-07)
##
## Null deviance: 0.00954851 on 1345 degrees of freedom
## Residual deviance: 0.00018494 on 1177 degrees of freedom
## AIC: -17096
##
## Number of Fisher Scoring iterations: 2
##
##
## z test of coefficients:
##
## Estimate Std. Error z value Pr(>|z|)
## hour0 3.8866e-03 1.7406e-04 22.3289 < 2.2e-16 ***
## hour1 3.9554e-03 2.9393e-04 13.4569 < 2.2e-16 ***
## hour2 3.9219e-03 1.1264e-04 34.8189 < 2.2e-16 ***
## hour3 3.2528e-03 1.1755e-04 27.6728 < 2.2e-16 ***
## hour4 3.1211e-03 1.4399e-04 21.6753 < 2.2e-16 ***
## hour5 2.9917e-03 8.1570e-05 36.6763 < 2.2e-16 ***
## hour6 2.6800e-03 6.3875e-05 41.9568 < 2.2e-16 ***
## hour7 2.7553e-03 1.4200e-04 19.4032 < 2.2e-16 ***
## hour8 2.6506e-03 1.3110e-04 20.2178 < 2.2e-16 ***
## hour9 2.4534e-03 9.1525e-05 26.8060 < 2.2e-16 ***
## hour10 2.3127e-03 8.1937e-05 28.2256 < 2.2e-16 ***
## hour11 2.3430e-03 8.8348e-05 26.5206 < 2.2e-16 ***
## hour12 2.5333e-03 1.1947e-04 21.2039 < 2.2e-16 ***
## hour13 2.8277e-03 2.1551e-04 13.1209 < 2.2e-16 ***
## hour14 3.1850e-03 1.4149e-04 22.5110 < 2.2e-16 ***
## hour15 2.7889e-03 2.0377e-04 13.6861 < 2.2e-16 ***
## hour16 3.1323e-03 1.2232e-04 25.6074 < 2.2e-16 ***
## hour17 3.2973e-03 1.3253e-04 24.8805 < 2.2e-16 ***
## hour18 3.3833e-03 1.9694e-04 17.1797 < 2.2e-16 ***
## hour19 2.8681e-03 1.7821e-04 16.0940 < 2.2e-16 ***
## hour20 2.6874e-03 1.6432e-04 16.3550 < 2.2e-16 ***
## hour21 2.9368e-03 1.6516e-04 17.7820 < 2.2e-16 ***
## hour22 3.3812e-03 1.9927e-04 16.9678 < 2.2e-16 ***
## hour23 3.3502e-03 1.7902e-04 18.7143 < 2.2e-16 ***
## dow2 -5.6642e-04 2.2252e-04 -2.5455 0.0109130 *
## dow3 -4.2756e-04 2.2848e-04 -1.8713 0.0613012 .
## dow4 -2.9132e-04 1.9529e-04 -1.4917 0.1357699
## dow5 -1.3529e-05 2.2058e-04 -0.0613 0.9510928
## dow6 -6.9284e-04 1.9151e-04 -3.6177 0.0002972 ***
## dow7 -2.4383e-04 2.8845e-04 -0.8453 0.3979502
## hour1:dow2 -3.8383e-04 4.0321e-04 -0.9519 0.3411354
## hour2:dow2 -6.9347e-04 2.8811e-04 -2.4070 0.0160845 *
## hour3:dow2 -1.0083e-04 2.9511e-04 -0.3417 0.7325906
## hour4:dow2 2.3980e-04 3.0700e-04 0.7811 0.4347333
## hour5:dow2 8.2925e-05 2.8561e-04 0.2903 0.7715546
## hour6:dow2 -9.3848e-05 2.6716e-04 -0.3513 0.7253736
## hour7:dow2 -3.7963e-04 3.8289e-04 -0.9915 0.3214449
## hour8:dow2 -2.5226e-04 2.9319e-04 -0.8604 0.3895718
## hour9:dow2 -1.6962e-04 2.6445e-04 -0.6414 0.5212619
## hour10:dow2 -1.3019e-04 2.5487e-04 -0.5108 0.6094826
## hour11:dow2 -6.4045e-04 2.6770e-04 -2.3924 0.0167381 *
## hour12:dow2 -8.7550e-04 3.3715e-04 -2.5968 0.0094106 **
## hour13:dow2 -1.0950e-03 3.6567e-04 -2.9946 0.0027484 **
## hour14:dow2 -9.4753e-04 3.3599e-04 -2.8201 0.0048005 **
## hour15:dow2 -4.7528e-04 3.6938e-04 -1.2867 0.1981986
## hour16:dow2 -4.1191e-04 3.5944e-04 -1.1460 0.2518063
## hour17:dow2 -3.1792e-04 3.6658e-04 -0.8673 0.3857981
## hour18:dow2 -3.3152e-04 3.9162e-04 -0.8465 0.3972472
## hour19:dow2 -8.0659e-05 3.5399e-04 -0.2279 0.8197562
## hour20:dow2 2.6425e-04 3.4420e-04 0.7677 0.4426535
## hour21:dow2 4.6289e-04 3.4287e-04 1.3500 0.1770083
## hour22:dow2 8.6338e-04 3.6613e-04 2.3581 0.0183680 *
## hour23:dow2 1.0337e-03 3.2868e-04 3.1449 0.0016616 **
## hour1:dow3 -1.9398e-04 3.9860e-04 -0.4867 0.6264994
## hour2:dow3 -4.0328e-04 2.7420e-04 -1.4707 0.1413680
## hour3:dow3 3.1037e-04 2.7636e-04 1.1230 0.2614202
## hour4:dow3 5.1633e-04 3.0637e-04 1.6853 0.0919238 .
## hour5:dow3 1.4669e-04 2.8737e-04 0.5105 0.6097239
## hour6:dow3 -1.5082e-04 2.5168e-04 -0.5992 0.5490156
## hour7:dow3 -2.1691e-04 3.1211e-04 -0.6950 0.4870751
## hour8:dow3 -2.3521e-04 2.7300e-04 -0.8616 0.3889154
## hour9:dow3 -1.6622e-04 2.5644e-04 -0.6482 0.5168833
## hour10:dow3 -1.7899e-04 2.5564e-04 -0.7002 0.4838207
## hour11:dow3 -4.2934e-04 2.6637e-04 -1.6118 0.1070077
## hour12:dow3 -6.5156e-04 2.8341e-04 -2.2990 0.0215036 *
## hour13:dow3 -7.8349e-04 3.2863e-04 -2.3841 0.0171210 *
## hour14:dow3 -7.9308e-04 2.9905e-04 -2.6520 0.0080025 **
## hour15:dow3 -3.0366e-04 3.2150e-04 -0.9445 0.3449155
## hour16:dow3 -3.2589e-04 3.0336e-04 -1.0743 0.2826948
## hour17:dow3 -2.3735e-04 2.9954e-04 -0.7924 0.4281423
## hour18:dow3 -4.6458e-04 3.2647e-04 -1.4231 0.1547210
## hour19:dow3 2.3769e-05 3.0636e-04 0.0776 0.9381576
## hour20:dow3 1.8971e-04 2.9211e-04 0.6495 0.5160382
## hour21:dow3 5.3770e-04 2.9642e-04 1.8140 0.0696849 .
## hour22:dow3 8.9453e-04 3.3975e-04 2.6329 0.0084652 **
## hour23:dow3 8.9070e-04 3.2305e-04 2.7572 0.0058303 **
## hour1:dow4 -4.9444e-04 3.7443e-04 -1.3205 0.1866671
## hour2:dow4 -9.0725e-04 2.6624e-04 -3.4077 0.0006552 ***
## hour3:dow4 -2.1405e-04 2.4863e-04 -0.8609 0.3892895
## hour4:dow4 3.6003e-05 2.6310e-04 0.1368 0.8911557
## hour5:dow4 -2.3409e-04 2.3196e-04 -1.0092 0.3128707
## hour6:dow4 -4.8763e-04 2.1828e-04 -2.2340 0.0254837 *
## hour7:dow4 -3.5707e-04 2.5562e-04 -1.3969 0.1624527
## hour8:dow4 -3.6003e-04 2.4691e-04 -1.4582 0.1447940
## hour9:dow4 -4.2044e-04 2.3144e-04 -1.8167 0.0692705 .
## hour10:dow4 -2.2793e-04 2.2929e-04 -0.9940 0.3201999
## hour11:dow4 -2.1782e-04 2.4344e-04 -0.8948 0.3709140
## hour12:dow4 -4.7632e-04 2.4090e-04 -1.9773 0.0480081 *
## hour13:dow4 -6.9551e-04 2.9797e-04 -2.3341 0.0195885 *
## hour14:dow4 -7.7167e-04 2.5988e-04 -2.9694 0.0029841 **
## hour15:dow4 -3.7498e-04 2.9951e-04 -1.2520 0.2105819
## hour16:dow4 -4.5600e-04 2.3756e-04 -1.9195 0.0549249 .
## hour17:dow4 -4.5252e-04 2.5163e-04 -1.7984 0.0721183 .
## hour18:dow4 -5.2049e-04 3.0292e-04 -1.7183 0.0857504 .
## hour19:dow4 -1.9175e-04 2.8750e-04 -0.6670 0.5048025
## hour20:dow4 2.0143e-04 2.6972e-04 0.7468 0.4551674
## hour21:dow4 3.3516e-04 2.7467e-04 1.2202 0.2223867
## hour22:dow4 5.3245e-04 3.0798e-04 1.7288 0.0838364 .
## hour23:dow4 7.1554e-04 2.8524e-04 2.5086 0.0121220 *
## hour1:dow5 -6.9705e-04 4.1068e-04 -1.6973 0.0896398 .
## hour2:dow5 -9.3404e-04 3.1053e-04 -3.0079 0.0026307 **
## hour3:dow5 -4.3686e-04 2.7024e-04 -1.6165 0.1059774
## hour4:dow5 -2.7067e-04 2.9207e-04 -0.9267 0.3540611
## hour5:dow5 -7.2985e-04 2.8356e-04 -2.5739 0.0100560 *
## hour6:dow5 -8.0047e-04 2.5773e-04 -3.1058 0.0018977 **
## hour7:dow5 -9.0044e-04 2.6728e-04 -3.3689 0.0007547 ***
## hour8:dow5 -8.1711e-04 2.6228e-04 -3.1154 0.0018369 **
## hour9:dow5 -8.2651e-04 2.4614e-04 -3.3579 0.0007854 ***
## hour10:dow5 -6.5577e-04 2.4337e-04 -2.6946 0.0070472 **
## hour11:dow5 -8.4686e-04 2.4704e-04 -3.4280 0.0006080 ***
## hour12:dow5 -1.1855e-03 2.6146e-04 -4.5341 5.784e-06 ***
## hour13:dow5 -1.4152e-03 3.1548e-04 -4.4857 7.267e-06 ***
## hour14:dow5 -1.4792e-03 2.7057e-04 -5.4670 4.576e-08 ***
## hour15:dow5 -1.1006e-03 3.0757e-04 -3.5784 0.0003457 ***
## hour16:dow5 -1.2092e-03 2.7179e-04 -4.4492 8.620e-06 ***
## hour17:dow5 -1.1675e-03 3.0012e-04 -3.8901 0.0001002 ***
## hour18:dow5 -1.3124e-03 3.2369e-04 -4.0544 5.026e-05 ***
## hour19:dow5 -8.9148e-04 3.0009e-04 -2.9707 0.0029709 **
## hour20:dow5 -4.4846e-04 3.1645e-04 -1.4172 0.1564381
## hour21:dow5 -2.6773e-04 3.0212e-04 -0.8862 0.3755263
## hour22:dow5 -2.7680e-04 3.2641e-04 -0.8480 0.3964320
## hour23:dow5 4.2080e-05 3.1072e-04 0.1354 0.8922729
## hour1:dow6 -1.0701e-04 3.9657e-04 -0.2698 0.7872853
## hour2:dow6 -1.5020e-04 2.6470e-04 -0.5674 0.5704184
## hour3:dow6 4.9467e-04 2.4580e-04 2.0125 0.0441664 *
## hour4:dow6 6.3408e-04 2.7856e-04 2.2762 0.0228312 *
## hour5:dow6 1.3310e-04 2.2674e-04 0.5870 0.5571868
## hour6:dow6 1.2027e-04 2.3380e-04 0.5144 0.6069687
## hour7:dow6 -1.9753e-04 2.5467e-04 -0.7756 0.4379655
## hour8:dow6 1.5433e-04 2.5192e-04 0.6126 0.5401233
## hour9:dow6 -5.7488e-05 2.2399e-04 -0.2567 0.7974466
## hour10:dow6 -7.2209e-05 2.3021e-04 -0.3137 0.7537706
## hour11:dow6 -3.0536e-04 2.3205e-04 -1.3159 0.1881977
## hour12:dow6 -6.1454e-04 2.3433e-04 -2.6225 0.0087279 **
## hour13:dow6 -8.1369e-04 2.9623e-04 -2.7468 0.0060177 **
## hour14:dow6 -8.8078e-04 2.5002e-04 -3.5228 0.0004270 ***
## hour15:dow6 -3.6683e-04 3.0372e-04 -1.2078 0.2271357
## hour16:dow6 -2.1790e-04 2.5510e-04 -0.8542 0.3930107
## hour17:dow6 -2.1958e-04 2.5341e-04 -0.8665 0.3862167
## hour18:dow6 -3.8592e-04 2.9557e-04 -1.3057 0.1916623
## hour19:dow6 7.3871e-05 2.7815e-04 0.2656 0.7905647
## hour20:dow6 5.0059e-04 2.7605e-04 1.8134 0.0697729 .
## hour21:dow6 6.7405e-04 2.8545e-04 2.3614 0.0182077 *
## hour22:dow6 6.5877e-04 3.2869e-04 2.0042 0.0450446 *
## hour23:dow6 8.5434e-04 3.1967e-04 2.6725 0.0075281 **
## hour1:dow7 -5.9597e-05 4.8841e-04 -0.1220 0.9028801
## hour2:dow7 -3.2479e-04 3.7695e-04 -0.8616 0.3888877
## hour3:dow7 1.1855e-04 3.5671e-04 0.3323 0.7396341
## hour4:dow7 7.6823e-05 3.4887e-04 0.2202 0.8257112
## hour5:dow7 -1.4450e-04 3.3583e-04 -0.4303 0.6670047
## hour6:dow7 2.9771e-04 3.5233e-04 0.8450 0.3981262
## hour7:dow7 2.0679e-04 3.6915e-04 0.5602 0.5753528
## hour8:dow7 1.7536e-04 3.3023e-04 0.5310 0.5953964
## hour9:dow7 1.3178e-04 3.0436e-04 0.4330 0.6650282
## hour10:dow7 -1.0955e-04 3.2193e-04 -0.3403 0.7336435
## hour11:dow7 4.6955e-05 3.2659e-04 0.1438 0.8856780
## hour12:dow7 1.2959e-04 3.4547e-04 0.3751 0.7075864
## hour13:dow7 1.4644e-04 3.8795e-04 0.3775 0.7058288
## hour14:dow7 8.6054e-05 3.5489e-04 0.2425 0.8084050
## hour15:dow7 1.1747e-06 3.9049e-04 0.0030 0.9975997
## hour16:dow7 2.4658e-04 3.5126e-04 0.7020 0.4826864
## hour17:dow7 2.5038e-06 3.6260e-04 0.0069 0.9944906
## hour18:dow7 3.1894e-04 4.0705e-04 0.7835 0.4333113
## hour19:dow7 4.2521e-04 3.5617e-04 1.1938 0.2325409
## hour20:dow7 5.8341e-04 3.4546e-04 1.6888 0.0912540 .
## hour21:dow7 2.8731e-04 3.6872e-04 0.7792 0.4358476
## hour22:dow7 3.8530e-04 3.9018e-04 0.9875 0.3234046
## hour23:dow7 5.8905e-04 3.5652e-04 1.6522 0.0984913 .
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Call:
## glm(formula = form, data = df)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -1.710e-03 -1.559e-04 2.147e-05 1.776e-04 7.654e-04
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -1.239e-04 4.321e-05 -2.866 0.00442 **
## lin1 -1.150e-06 4.435e-07 -2.593 0.00993 **
## lin2 -7.100e-07 4.396e-07 -1.615 0.10722
## postchange 2.582e-04 6.075e-05 4.251 2.77e-05 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for gaussian family taken to be 7.771236e-08)
##
## Null deviance: 2.7470e-05 on 336 degrees of freedom
## Residual deviance: 2.5878e-05 on 333 degrees of freedom
## AIC: -4554.4
##
## Number of Fisher Scoring iterations: 2
##
##
## z test of coefficients:
##
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) -1.2385e-04 4.8483e-05 -2.5546 0.01063 *
## lin1 -1.1500e-06 4.1801e-07 -2.7511 0.00594 **
## lin2 -7.0996e-07 3.1946e-07 -2.2223 0.02626 *
## postchange 2.5823e-04 5.9117e-05 4.3681 1.253e-05 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [1] "5 Regression for rate_winchib model2 on 2016-09-1/red/30-50%"
##
## Call:
## glm(formula = form, data = df)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -1.682e-03 -1.895e-04 -2.037e-05 1.815e-04 1.647e-03
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## hour0 3.995e-03 1.194e-04 33.474 < 2e-16 ***
## hour1 4.140e-03 1.194e-04 34.690 < 2e-16 ***
## hour2 3.904e-03 1.194e-04 32.708 < 2e-16 ***
## hour3 3.217e-03 1.194e-04 26.958 < 2e-16 ***
## hour4 2.944e-03 1.194e-04 24.668 < 2e-16 ***
## hour5 3.033e-03 1.194e-04 25.409 < 2e-16 ***
## hour6 2.681e-03 1.194e-04 22.464 < 2e-16 ***
## hour7 2.609e-03 1.194e-04 21.859 < 2e-16 ***
## hour8 2.540e-03 1.194e-04 21.281 < 2e-16 ***
## hour9 2.253e-03 1.194e-04 18.874 < 2e-16 ***
## hour10 2.318e-03 1.194e-04 19.421 < 2e-16 ***
## hour11 2.375e-03 1.194e-04 19.900 < 2e-16 ***
## hour12 2.616e-03 1.194e-04 21.923 < 2e-16 ***
## hour13 3.020e-03 1.194e-04 25.303 < 2e-16 ***
## hour14 3.218e-03 1.194e-04 26.965 < 2e-16 ***
## hour15 2.993e-03 1.194e-04 25.074 < 2e-16 ***
## hour16 3.160e-03 1.194e-04 26.478 < 2e-16 ***
## hour17 3.422e-03 1.194e-04 28.669 < 2e-16 ***
## hour18 3.626e-03 1.194e-04 30.380 < 2e-16 ***
## hour19 3.095e-03 1.194e-04 25.936 < 2e-16 ***
## hour20 2.835e-03 1.194e-04 23.755 < 2e-16 ***
## hour21 3.146e-03 1.194e-04 26.358 < 2e-16 ***
## hour22 3.725e-03 1.194e-04 31.207 < 2e-16 ***
## hour23 3.625e-03 1.194e-04 30.372 < 2e-16 ***
## dow2 -4.483e-04 1.688e-04 -2.656 0.008015 **
## dow3 -2.735e-04 1.688e-04 -1.620 0.105410
## dow4 -1.477e-04 1.688e-04 -0.875 0.381871
## dow5 4.317e-06 1.640e-04 0.026 0.979009
## dow6 -6.432e-04 1.688e-04 -3.810 0.000146 ***
## dow7 -4.289e-05 1.688e-04 -0.254 0.799454
## hour1:dow2 -4.177e-04 2.387e-04 -1.750 0.080412 .
## hour2:dow2 -5.469e-04 2.387e-04 -2.291 0.022122 *
## hour3:dow2 -6.037e-05 2.387e-04 -0.253 0.800373
## hour4:dow2 3.327e-04 2.387e-04 1.394 0.163665
## hour5:dow2 -1.244e-05 2.387e-04 -0.052 0.958445
## hour6:dow2 -2.298e-04 2.387e-04 -0.963 0.335937
## hour7:dow2 -4.568e-04 2.387e-04 -1.914 0.055918 .
## hour8:dow2 -3.239e-04 2.387e-04 -1.357 0.175074
## hour9:dow2 -2.198e-05 2.387e-04 -0.092 0.926651
## hour10:dow2 -1.426e-04 2.387e-04 -0.597 0.550344
## hour11:dow2 -7.072e-04 2.387e-04 -2.963 0.003110 **
## hour12:dow2 -1.068e-03 2.387e-04 -4.473 8.44e-06 ***
## hour13:dow2 -1.350e-03 2.387e-04 -5.655 1.95e-08 ***
## hour14:dow2 -1.137e-03 2.387e-04 -4.765 2.12e-06 ***
## hour15:dow2 -7.873e-04 2.387e-04 -3.298 0.001002 **
## hour16:dow2 -6.239e-04 2.387e-04 -2.614 0.009071 **
## hour17:dow2 -6.040e-04 2.387e-04 -2.531 0.011519 *
## hour18:dow2 -6.558e-04 2.387e-04 -2.747 0.006103 **
## hour19:dow2 -3.973e-04 2.387e-04 -1.664 0.096333 .
## hour20:dow2 -2.007e-05 2.387e-04 -0.084 0.933009
## hour21:dow2 1.791e-04 2.387e-04 0.750 0.453211
## hour22:dow2 3.722e-04 2.387e-04 1.559 0.119162
## hour23:dow2 6.908e-04 2.387e-04 2.894 0.003873 **
## hour1:dow3 -2.953e-04 2.387e-04 -1.237 0.216212
## hour2:dow3 -4.599e-04 2.387e-04 -1.927 0.054261 .
## hour3:dow3 2.334e-04 2.387e-04 0.978 0.328314
## hour4:dow3 4.306e-04 2.387e-04 1.804 0.071481 .
## hour5:dow3 -1.361e-04 2.387e-04 -0.570 0.568592
## hour6:dow3 -2.954e-04 2.387e-04 -1.238 0.216104
## hour7:dow3 -3.884e-04 2.387e-04 -1.627 0.103976
## hour8:dow3 -3.217e-04 2.387e-04 -1.348 0.178001
## hour9:dow3 -2.148e-04 2.387e-04 -0.900 0.368375
## hour10:dow3 -3.007e-04 2.387e-04 -1.260 0.208045
## hour11:dow3 -6.381e-04 2.387e-04 -2.673 0.007615 **
## hour12:dow3 -9.558e-04 2.387e-04 -4.004 6.62e-05 ***
## hour13:dow3 -1.146e-03 2.387e-04 -4.803 1.77e-06 ***
## hour14:dow3 -1.132e-03 2.387e-04 -4.742 2.37e-06 ***
## hour15:dow3 -7.097e-04 2.387e-04 -2.973 0.003007 **
## hour16:dow3 -5.402e-04 2.387e-04 -2.263 0.023807 *
## hour17:dow3 -5.302e-04 2.387e-04 -2.221 0.026532 *
## hour18:dow3 -8.779e-04 2.387e-04 -3.678 0.000246 ***
## hour19:dow3 -3.365e-04 2.387e-04 -1.410 0.158900
## hour20:dow3 -2.270e-05 2.387e-04 -0.095 0.924258
## hour21:dow3 2.130e-04 2.387e-04 0.892 0.372325
## hour22:dow3 5.439e-04 2.387e-04 2.279 0.022866 *
## hour23:dow3 5.839e-04 2.387e-04 2.446 0.014579 *
## hour1:dow4 -5.079e-04 2.387e-04 -2.128 0.033552 *
## hour2:dow4 -8.407e-04 2.387e-04 -3.522 0.000445 ***
## hour3:dow4 -3.656e-05 2.387e-04 -0.153 0.878295
## hour4:dow4 2.150e-04 2.387e-04 0.901 0.367955
## hour5:dow4 -3.118e-04 2.387e-04 -1.306 0.191739
## hour6:dow4 -6.400e-04 2.387e-04 -2.681 0.007437 **
## hour7:dow4 -4.150e-04 2.387e-04 -1.739 0.082351 .
## hour8:dow4 -3.833e-04 2.387e-04 -1.606 0.108632
## hour9:dow4 -2.317e-04 2.387e-04 -0.971 0.331878
## hour10:dow4 -3.329e-04 2.387e-04 -1.395 0.163352
## hour11:dow4 -2.529e-04 2.387e-04 -1.060 0.289562
## hour12:dow4 -6.658e-04 2.387e-04 -2.789 0.005366 **
## hour13:dow4 -1.000e-03 2.387e-04 -4.190 3.00e-05 ***
## hour14:dow4 -9.584e-04 2.387e-04 -4.015 6.32e-05 ***
## hour15:dow4 -5.601e-04 2.387e-04 -2.347 0.019112 *
## hour16:dow4 -7.045e-04 2.387e-04 -2.951 0.003226 **
## hour17:dow4 -7.322e-04 2.387e-04 -3.067 0.002208 **
## hour18:dow4 -6.681e-04 2.387e-04 -2.799 0.005213 **
## hour19:dow4 -4.484e-04 2.387e-04 -1.879 0.060539 .
## hour20:dow4 7.680e-05 2.387e-04 0.322 0.747714
## hour21:dow4 1.804e-04 2.387e-04 0.756 0.449942
## hour22:dow4 2.643e-04 2.387e-04 1.107 0.268326
## hour23:dow4 4.358e-04 2.387e-04 1.826 0.068172 .
## hour1:dow5 -7.075e-04 2.354e-04 -3.006 0.002704 **
## hour2:dow5 -7.493e-04 2.354e-04 -3.183 0.001493 **
## hour3:dow5 -3.397e-04 2.354e-04 -1.443 0.149242
## hour4:dow5 4.246e-05 2.354e-04 0.180 0.856857
## hour5:dow5 -5.684e-04 2.354e-04 -2.415 0.015892 *
## hour6:dow5 -8.419e-04 2.354e-04 -3.577 0.000362 ***
## hour7:dow5 -7.833e-04 2.354e-04 -3.328 0.000902 ***
## hour8:dow5 -7.995e-04 2.354e-04 -3.397 0.000705 ***
## hour9:dow5 -6.043e-04 2.354e-04 -2.568 0.010359 *
## hour10:dow5 -7.114e-04 2.354e-04 -3.023 0.002559 **
## hour11:dow5 -9.502e-04 2.354e-04 -4.037 5.76e-05 ***
## hour12:dow5 -1.273e-03 2.354e-04 -5.410 7.62e-08 ***
## hour13:dow5 -1.616e-03 2.354e-04 -6.867 1.06e-11 ***
## hour14:dow5 -1.487e-03 2.354e-04 -6.319 3.72e-10 ***
## hour15:dow5 -1.198e-03 2.354e-04 -5.090 4.17e-07 ***
## hour16:dow5 -1.113e-03 2.354e-04 -4.730 2.51e-06 ***
## hour17:dow5 -1.186e-03 2.354e-04 -5.041 5.36e-07 ***
## hour18:dow5 -1.419e-03 2.354e-04 -6.029 2.21e-09 ***
## hour19:dow5 -9.962e-04 2.354e-04 -4.233 2.49e-05 ***
## hour20:dow5 -4.205e-04 2.354e-04 -1.787 0.074270 .
## hour21:dow5 -3.349e-04 2.354e-04 -1.423 0.154963
## hour22:dow5 -4.973e-04 2.354e-04 -2.113 0.034811 *
## hour23:dow5 -4.672e-05 2.354e-04 -0.198 0.842689
## hour1:dow6 2.194e-05 2.387e-04 0.092 0.926784
## hour2:dow6 7.637e-05 2.387e-04 0.320 0.749058
## hour3:dow6 5.653e-04 2.387e-04 2.368 0.018025 *
## hour4:dow6 7.872e-04 2.387e-04 3.298 0.001003 **
## hour5:dow6 4.909e-05 2.387e-04 0.206 0.837089
## hour6:dow6 1.228e-04 2.387e-04 0.515 0.606889
## hour7:dow6 -1.504e-04 2.387e-04 -0.630 0.528771
## hour8:dow6 1.626e-04 2.387e-04 0.681 0.495904
## hour9:dow6 1.027e-04 2.387e-04 0.430 0.667244
## hour10:dow6 -9.447e-05 2.387e-04 -0.396 0.692343
## hour11:dow6 -3.405e-04 2.387e-04 -1.426 0.154011
## hour12:dow6 -7.161e-04 2.387e-04 -3.000 0.002757 **
## hour13:dow6 -1.002e-03 2.387e-04 -4.200 2.87e-05 ***
## hour14:dow6 -9.323e-04 2.387e-04 -3.906 9.93e-05 ***
## hour15:dow6 -5.244e-04 2.387e-04 -2.197 0.028218 *
## hour16:dow6 -3.029e-04 2.387e-04 -1.269 0.204724
## hour17:dow6 -3.405e-04 2.387e-04 -1.426 0.154026
## hour18:dow6 -5.518e-04 2.387e-04 -2.312 0.020964 *
## hour19:dow6 -9.128e-05 2.387e-04 -0.382 0.702223
## hour20:dow6 4.433e-04 2.387e-04 1.857 0.063529 .
## hour21:dow6 5.638e-04 2.387e-04 2.362 0.018341 *
## hour22:dow6 5.143e-04 2.387e-04 2.155 0.031387 *
## hour23:dow6 8.926e-04 2.387e-04 3.739 0.000193 ***
## hour1:dow7 -1.209e-04 2.387e-04 -0.507 0.612462
## hour2:dow7 -2.752e-04 2.387e-04 -1.153 0.249129
## hour3:dow7 1.409e-04 2.387e-04 0.590 0.555027
## hour4:dow7 2.800e-04 2.387e-04 1.173 0.240951
## hour5:dow7 -2.254e-04 2.387e-04 -0.944 0.345181
## hour6:dow7 2.365e-04 2.387e-04 0.991 0.321999
## hour7:dow7 2.294e-04 2.387e-04 0.961 0.336796
## hour8:dow7 -2.717e-05 2.387e-04 -0.114 0.909386
## hour9:dow7 3.910e-05 2.387e-04 0.164 0.869916
## hour10:dow7 -1.655e-04 2.387e-04 -0.693 0.488289
## hour11:dow7 -4.517e-05 2.387e-04 -0.189 0.849939
## hour12:dow7 -1.317e-04 2.387e-04 -0.552 0.581301
## hour13:dow7 -3.120e-04 2.387e-04 -1.307 0.191441
## hour14:dow7 -1.814e-04 2.387e-04 -0.760 0.447546
## hour15:dow7 -4.144e-04 2.387e-04 -1.736 0.082795 .
## hour16:dow7 -1.394e-04 2.387e-04 -0.584 0.559335
## hour17:dow7 -3.227e-04 2.387e-04 -1.352 0.176611
## hour18:dow7 1.106e-05 2.387e-04 0.046 0.963034
## hour19:dow7 1.669e-06 2.387e-04 0.007 0.994424
## hour20:dow7 3.165e-04 2.387e-04 1.326 0.185089
## hour21:dow7 2.841e-05 2.387e-04 0.119 0.905271
## hour22:dow7 1.602e-04 2.387e-04 0.671 0.502136
## hour23:dow7 3.867e-04 2.387e-04 1.620 0.105513
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for gaussian family taken to be 1.139554e-07)
##
## Null deviance: 0.01015214 on 1345 degrees of freedom
## Residual deviance: 0.00013413 on 1177 degrees of freedom
## AIC: -17528
##
## Number of Fisher Scoring iterations: 2
##
##
## z test of coefficients:
##
## Estimate Std. Error z value Pr(>|z|)
## hour0 3.9951e-03 1.7135e-04 23.3149 < 2.2e-16 ***
## hour1 4.1402e-03 2.1868e-04 18.9327 < 2.2e-16 ***
## hour2 3.9037e-03 1.1476e-04 34.0162 < 2.2e-16 ***
## hour3 3.2175e-03 1.1145e-04 28.8698 < 2.2e-16 ***
## hour4 2.9441e-03 1.5322e-04 19.2151 < 2.2e-16 ***
## hour5 3.0325e-03 1.0362e-04 29.2656 < 2.2e-16 ***
## hour6 2.6811e-03 6.3537e-05 42.1965 < 2.2e-16 ***
## hour7 2.6088e-03 9.9130e-05 26.3172 < 2.2e-16 ***
## hour8 2.5399e-03 1.0774e-04 23.5750 < 2.2e-16 ***
## hour9 2.2526e-03 1.2315e-04 18.2915 < 2.2e-16 ***
## hour10 2.3179e-03 1.0217e-04 22.6857 < 2.2e-16 ***
## hour11 2.3751e-03 6.6959e-05 35.4710 < 2.2e-16 ***
## hour12 2.6165e-03 8.4843e-05 30.8388 < 2.2e-16 ***
## hour13 3.0199e-03 1.2224e-04 24.7046 < 2.2e-16 ***
## hour14 3.2183e-03 1.2373e-04 26.0098 < 2.2e-16 ***
## hour15 2.9926e-03 1.3509e-04 22.1526 < 2.2e-16 ***
## hour16 3.1601e-03 1.0691e-04 29.5581 < 2.2e-16 ***
## hour17 3.4216e-03 8.7876e-05 38.9374 < 2.2e-16 ***
## hour18 3.6259e-03 8.3608e-05 43.3680 < 2.2e-16 ***
## hour19 3.0955e-03 1.0058e-04 30.7772 < 2.2e-16 ***
## hour20 2.8352e-03 8.7321e-05 32.4684 < 2.2e-16 ***
## hour21 3.1458e-03 1.8615e-04 16.8995 < 2.2e-16 ***
## hour22 3.7245e-03 1.0253e-04 36.3265 < 2.2e-16 ***
## hour23 3.6249e-03 7.0914e-05 51.1172 < 2.2e-16 ***
## dow2 -4.4829e-04 2.0534e-04 -2.1832 0.0290208 *
## dow3 -2.7350e-04 2.5056e-04 -1.0916 0.2750256
## dow4 -1.4765e-04 2.5454e-04 -0.5801 0.5618719
## dow5 4.3167e-06 1.9637e-04 0.0220 0.9824618
## dow6 -6.4315e-04 1.8607e-04 -3.4566 0.0005471 ***
## dow7 -4.2890e-05 1.7371e-04 -0.2469 0.8049846
## hour1:dow2 -4.1768e-04 3.2459e-04 -1.2868 0.1981743
## hour2:dow2 -5.4693e-04 2.4886e-04 -2.1978 0.0279632 *
## hour3:dow2 -6.0372e-05 2.5587e-04 -0.2360 0.8134700
## hour4:dow2 3.3268e-04 2.7991e-04 1.1885 0.2346207
## hour5:dow2 -1.2440e-05 2.5808e-04 -0.0482 0.9615550
## hour6:dow2 -2.2978e-04 2.2911e-04 -1.0029 0.3159057
## hour7:dow2 -4.5677e-04 3.5251e-04 -1.2958 0.1950546
## hour8:dow2 -3.2389e-04 2.7113e-04 -1.1946 0.2322510
## hour9:dow2 -2.1979e-05 2.5306e-04 -0.0869 0.9307863
## hour10:dow2 -1.4260e-04 2.3573e-04 -0.6049 0.5452141
## hour11:dow2 -7.0722e-04 2.3718e-04 -2.9818 0.0028656 **
## hour12:dow2 -1.0678e-03 3.1270e-04 -3.4148 0.0006384 ***
## hour13:dow2 -1.3498e-03 3.0031e-04 -4.4949 6.962e-06 ***
## hour14:dow2 -1.1375e-03 3.1772e-04 -3.5802 0.0003434 ***
## hour15:dow2 -7.8730e-04 3.1688e-04 -2.4846 0.0129715 *
## hour16:dow2 -6.2389e-04 3.1845e-04 -1.9592 0.0500950 .
## hour17:dow2 -6.0403e-04 3.3093e-04 -1.8252 0.0679656 .
## hour18:dow2 -6.5575e-04 3.1943e-04 -2.0529 0.0400821 *
## hour19:dow2 -3.9725e-04 2.9724e-04 -1.3365 0.1813923
## hour20:dow2 -2.0069e-05 2.9829e-04 -0.0673 0.9463582
## hour21:dow2 1.7910e-04 3.3816e-04 0.5296 0.5963612
## hour22:dow2 3.7224e-04 2.5629e-04 1.4524 0.1463883
## hour23:dow2 6.9082e-04 2.4355e-04 2.8365 0.0045618 **
## hour1:dow3 -2.9535e-04 3.6504e-04 -0.8091 0.4184633
## hour2:dow3 -4.5990e-04 2.9882e-04 -1.5390 0.1237939
## hour3:dow3 2.3343e-04 2.8955e-04 0.8062 0.4201350
## hour4:dow3 4.3062e-04 3.1298e-04 1.3759 0.1688638
## hour5:dow3 -1.3613e-04 2.8510e-04 -0.4775 0.6330259
## hour6:dow3 -2.9542e-04 2.8120e-04 -1.0506 0.2934597
## hour7:dow3 -3.8840e-04 2.8685e-04 -1.3540 0.1757395
## hour8:dow3 -3.2171e-04 2.8171e-04 -1.1420 0.2534667
## hour9:dow3 -2.1480e-04 2.9563e-04 -0.7266 0.4674797
## hour10:dow3 -3.0068e-04 2.7893e-04 -1.0780 0.2810527
## hour11:dow3 -6.3812e-04 2.7327e-04 -2.3351 0.0195388 *
## hour12:dow3 -9.5576e-04 2.8376e-04 -3.3682 0.0007567 ***
## hour13:dow3 -1.1464e-03 2.9315e-04 -3.9105 9.210e-05 ***
## hour14:dow3 -1.1320e-03 2.8699e-04 -3.9445 7.997e-05 ***
## hour15:dow3 -7.0970e-04 2.9062e-04 -2.4420 0.0146069 *
## hour16:dow3 -5.4022e-04 2.9775e-04 -1.8143 0.0696254 .
## hour17:dow3 -5.3018e-04 2.9186e-04 -1.8166 0.0692804 .
## hour18:dow3 -8.7788e-04 2.8692e-04 -3.0596 0.0022160 **
## hour19:dow3 -3.3649e-04 2.8088e-04 -1.1980 0.2309304
## hour20:dow3 -2.2699e-05 2.8657e-04 -0.0792 0.9368673
## hour21:dow3 2.1303e-04 3.2652e-04 0.6524 0.5141282
## hour22:dow3 5.4392e-04 3.2163e-04 1.6911 0.0908092 .
## hour23:dow3 5.8393e-04 3.2397e-04 1.8024 0.0714766 .
## hour1:dow4 -5.0793e-04 3.7218e-04 -1.3648 0.1723286
## hour2:dow4 -8.4067e-04 2.9749e-04 -2.8259 0.0047151 **
## hour3:dow4 -3.6560e-05 3.0722e-04 -0.1190 0.9052716
## hour4:dow4 2.1499e-04 3.1911e-04 0.6737 0.5004935
## hour5:dow4 -3.1179e-04 2.8778e-04 -1.0834 0.2786227
## hour6:dow4 -6.4002e-04 2.7260e-04 -2.3478 0.0188825 *
## hour7:dow4 -4.1502e-04 2.8729e-04 -1.4446 0.1485632
## hour8:dow4 -3.8325e-04 2.9002e-04 -1.3215 0.1863404
## hour9:dow4 -2.3172e-04 2.8676e-04 -0.8080 0.4190688
## hour10:dow4 -3.3293e-04 2.8123e-04 -1.1838 0.2364872
## hour11:dow4 -2.5292e-04 2.6963e-04 -0.9380 0.3482404
## hour12:dow4 -6.6583e-04 2.7875e-04 -2.3886 0.0169116 *
## hour13:dow4 -1.0002e-03 2.8550e-04 -3.5032 0.0004597 ***
## hour14:dow4 -9.5836e-04 2.9877e-04 -3.2077 0.0013379 **
## hour15:dow4 -5.6013e-04 2.9777e-04 -1.8811 0.0599593 .
## hour16:dow4 -7.0451e-04 3.3284e-04 -2.1166 0.0342910 *
## hour17:dow4 -7.3221e-04 3.1522e-04 -2.3228 0.0201873 *
## hour18:dow4 -6.6807e-04 2.8434e-04 -2.3496 0.0187943 *
## hour19:dow4 -4.4843e-04 2.8831e-04 -1.5554 0.1198526
## hour20:dow4 7.6797e-05 2.8188e-04 0.2724 0.7852800
## hour21:dow4 1.8040e-04 3.2750e-04 0.5508 0.5817379
## hour22:dow4 2.6435e-04 2.9192e-04 0.9055 0.3651820
## hour23:dow4 4.3576e-04 2.8086e-04 1.5515 0.1207833
## hour1:dow5 -7.0746e-04 3.2809e-04 -2.1563 0.0310598 *
## hour2:dow5 -7.4926e-04 2.7491e-04 -2.7255 0.0064201 **
## hour3:dow5 -3.3966e-04 2.4243e-04 -1.4011 0.1611988
## hour4:dow5 4.2463e-05 2.6088e-04 0.1628 0.8706984
## hour5:dow5 -5.6837e-04 2.3207e-04 -2.4491 0.0143213 *
## hour6:dow5 -8.4191e-04 2.2652e-04 -3.7168 0.0002018 ***
## hour7:dow5 -7.8330e-04 2.2946e-04 -3.4137 0.0006409 ***
## hour8:dow5 -7.9947e-04 2.2613e-04 -3.5355 0.0004071 ***
## hour9:dow5 -6.0434e-04 2.4087e-04 -2.5090 0.0121060 *
## hour10:dow5 -7.1143e-04 2.2641e-04 -3.1422 0.0016769 **
## hour11:dow5 -9.5015e-04 2.1356e-04 -4.4492 8.621e-06 ***
## hour12:dow5 -1.2734e-03 2.2566e-04 -5.6428 1.673e-08 ***
## hour13:dow5 -1.6162e-03 2.4073e-04 -6.7139 1.895e-11 ***
## hour14:dow5 -1.4873e-03 2.4185e-04 -6.1497 7.762e-10 ***
## hour15:dow5 -1.1979e-03 2.4370e-04 -4.9156 8.852e-07 ***
## hour16:dow5 -1.1134e-03 2.3635e-04 -4.7107 2.468e-06 ***
## hour17:dow5 -1.1864e-03 2.3140e-04 -5.1272 2.941e-07 ***
## hour18:dow5 -1.4190e-03 2.3512e-04 -6.0351 1.588e-09 ***
## hour19:dow5 -9.9619e-04 2.3747e-04 -4.1949 2.730e-05 ***
## hour20:dow5 -4.2048e-04 2.4423e-04 -1.7216 0.0851369 .
## hour21:dow5 -3.3495e-04 3.0230e-04 -1.1080 0.2678622
## hour22:dow5 -4.9732e-04 2.5113e-04 -1.9803 0.0476680 *
## hour23:dow5 -4.6719e-05 2.3005e-04 -0.2031 0.8390740
## hour1:dow6 2.1939e-05 3.1710e-04 0.0692 0.9448397
## hour2:dow6 7.6374e-05 2.3398e-04 0.3264 0.7441153
## hour3:dow6 5.6534e-04 2.2571e-04 2.5048 0.0122536 *
## hour4:dow6 7.8724e-04 2.7699e-04 2.8421 0.0044817 **
## hour5:dow6 4.9092e-05 2.2940e-04 0.2140 0.8305426
## hour6:dow6 1.2285e-04 2.2251e-04 0.5521 0.5808727
## hour7:dow6 -1.5040e-04 2.2409e-04 -0.6711 0.5021259
## hour8:dow6 1.6259e-04 2.2627e-04 0.7186 0.4723954
## hour9:dow6 1.0265e-04 2.3399e-04 0.4387 0.6608778
## hour10:dow6 -9.4472e-05 2.3060e-04 -0.4097 0.6820382
## hour11:dow6 -3.4049e-04 2.1115e-04 -1.6126 0.1068386
## hour12:dow6 -7.1609e-04 2.1168e-04 -3.3829 0.0007173 ***
## hour13:dow6 -1.0025e-03 2.3171e-04 -4.3265 1.515e-05 ***
## hour14:dow6 -9.3227e-04 2.3739e-04 -3.9271 8.596e-05 ***
## hour15:dow6 -5.2441e-04 2.4687e-04 -2.1242 0.0336495 *
## hour16:dow6 -3.0289e-04 2.3593e-04 -1.2838 0.1992118
## hour17:dow6 -3.4048e-04 2.2208e-04 -1.5331 0.1252398
## hour18:dow6 -5.5181e-04 2.1391e-04 -2.5796 0.0098901 **
## hour19:dow6 -9.1282e-05 2.1872e-04 -0.4174 0.6764188
## hour20:dow6 4.4332e-04 2.1870e-04 2.0271 0.0426563 *
## hour21:dow6 5.6380e-04 2.8911e-04 1.9501 0.0511619 .
## hour22:dow6 5.1433e-04 2.4055e-04 2.1381 0.0325083 *
## hour23:dow6 8.9255e-04 2.3011e-04 3.8788 0.0001050 ***
## hour1:dow7 -1.2095e-04 3.1909e-04 -0.3790 0.7046599
## hour2:dow7 -2.7523e-04 2.4599e-04 -1.1189 0.2632005
## hour3:dow7 1.4093e-04 2.1170e-04 0.6657 0.5055993
## hour4:dow7 2.8004e-04 2.4087e-04 1.1626 0.2449778
## hour5:dow7 -2.2542e-04 2.2024e-04 -1.0235 0.3060775
## hour6:dow7 2.3650e-04 2.1597e-04 1.0950 0.2735049
## hour7:dow7 2.2937e-04 2.4696e-04 0.9288 0.3530006
## hour8:dow7 -2.7173e-05 2.4090e-04 -0.1128 0.9101913
## hour9:dow7 3.9099e-05 2.3011e-04 0.1699 0.8650776
## hour10:dow7 -1.6548e-04 2.3119e-04 -0.7158 0.4741378
## hour11:dow7 -4.5171e-05 2.0562e-04 -0.2197 0.8261146
## hour12:dow7 -1.3168e-04 2.3794e-04 -0.5534 0.5799822
## hour13:dow7 -3.1200e-04 2.6930e-04 -1.1586 0.2466294
## hour14:dow7 -1.8136e-04 2.6958e-04 -0.6727 0.5011145
## hour15:dow7 -4.1442e-04 2.6373e-04 -1.5714 0.1160963
## hour16:dow7 -1.3940e-04 2.7943e-04 -0.4989 0.6178736
## hour17:dow7 -3.2274e-04 2.6167e-04 -1.2334 0.2174372
## hour18:dow7 1.1065e-05 2.5636e-04 0.0432 0.9655709
## hour19:dow7 1.6686e-06 2.3273e-04 0.0072 0.9942794
## hour20:dow7 3.1652e-04 2.3000e-04 1.3762 0.1687686
## hour21:dow7 2.8413e-05 3.1325e-04 0.0907 0.9277294
## hour22:dow7 1.6025e-04 2.6286e-04 0.6096 0.5420999
## hour23:dow7 3.8668e-04 2.1022e-04 1.8394 0.0658585 .
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Call:
## glm(formula = form, data = df)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -0.0007734 -0.0001964 -0.0000277 0.0001425 0.0015202
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -5.289e-05 5.259e-05 -1.006 0.31530
## lin1 -2.926e-07 5.398e-07 -0.542 0.58814
## lin2 -1.713e-07 5.350e-07 -0.320 0.74905
## postchange 1.993e-04 7.393e-05 2.696 0.00738 **
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for gaussian family taken to be 1.151154e-07)
##
## Null deviance: 4.0541e-05 on 336 degrees of freedom
## Residual deviance: 3.8333e-05 on 333 degrees of freedom
## AIC: -4422
##
## Number of Fisher Scoring iterations: 2
##
##
## z test of coefficients:
##
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) -5.2886e-05 3.3581e-05 -1.5749 0.1153
## lin1 -2.9258e-07 3.1348e-07 -0.9333 0.3506
## lin2 -1.7128e-07 4.8598e-07 -0.3524 0.7245
## postchange 1.9931e-04 4.8511e-05 4.1085 3.983e-05 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [1] "6 Regression for rate_winchib model2 on 2016-09-07/red/50-100%"
##
## Call:
## glm(formula = form, data = df)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -1.638e-03 -1.875e-04 -1.301e-05 1.739e-04 1.678e-03
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## hour0 4.252e-03 1.198e-04 35.500 < 2e-16 ***
## hour1 4.418e-03 1.198e-04 36.885 < 2e-16 ***
## hour2 4.052e-03 1.198e-04 33.832 < 2e-16 ***
## hour3 3.365e-03 1.198e-04 28.097 < 2e-16 ***
## hour4 3.092e-03 1.198e-04 25.811 < 2e-16 ***
## hour5 3.102e-03 1.198e-04 25.896 < 2e-16 ***
## hour6 2.724e-03 1.198e-04 22.738 < 2e-16 ***
## hour7 2.578e-03 1.198e-04 21.523 < 2e-16 ***
## hour8 2.578e-03 1.198e-04 21.526 < 2e-16 ***
## hour9 2.252e-03 1.198e-04 18.805 < 2e-16 ***
## hour10 2.385e-03 1.198e-04 19.913 < 2e-16 ***
## hour11 2.389e-03 1.198e-04 19.949 < 2e-16 ***
## hour12 2.632e-03 1.198e-04 21.972 < 2e-16 ***
## hour13 3.021e-03 1.198e-04 25.224 < 2e-16 ***
## hour14 3.146e-03 1.198e-04 26.264 < 2e-16 ***
## hour15 3.033e-03 1.198e-04 25.325 < 2e-16 ***
## hour16 3.208e-03 1.198e-04 26.784 < 2e-16 ***
## hour17 3.466e-03 1.198e-04 28.937 < 2e-16 ***
## hour18 3.648e-03 1.198e-04 30.458 < 2e-16 ***
## hour19 3.110e-03 1.198e-04 25.964 < 2e-16 ***
## hour20 2.926e-03 1.198e-04 24.432 < 2e-16 ***
## hour21 3.329e-03 1.198e-04 27.793 < 2e-16 ***
## hour22 3.877e-03 1.198e-04 32.371 < 2e-16 ***
## hour23 3.739e-03 1.198e-04 31.219 < 2e-16 ***
## dow2 -5.904e-04 1.694e-04 -3.485 0.000510 ***
## dow3 -4.822e-04 1.694e-04 -2.846 0.004499 **
## dow4 -3.773e-04 1.646e-04 -2.292 0.022089 *
## dow5 -2.484e-04 1.694e-04 -1.467 0.142765
## dow6 -8.489e-04 1.694e-04 -5.011 6.24e-07 ***
## dow7 -2.979e-04 1.694e-04 -1.758 0.078929 .
## hour1:dow2 -4.157e-04 2.396e-04 -1.735 0.082937 .
## hour2:dow2 -4.809e-04 2.396e-04 -2.007 0.044935 *
## hour3:dow2 1.194e-05 2.396e-04 0.050 0.960263
## hour4:dow2 2.293e-04 2.396e-04 0.957 0.338759
## hour5:dow2 -4.024e-05 2.396e-04 -0.168 0.866642
## hour6:dow2 -1.583e-04 2.396e-04 -0.661 0.508773
## hour7:dow2 -3.270e-04 2.396e-04 -1.365 0.172452
## hour8:dow2 -2.246e-04 2.396e-04 -0.938 0.348565
## hour9:dow2 5.281e-05 2.396e-04 0.220 0.825547
## hour10:dow2 -8.400e-05 2.396e-04 -0.351 0.725913
## hour11:dow2 -5.733e-04 2.396e-04 -2.393 0.016854 *
## hour12:dow2 -9.146e-04 2.396e-04 -3.818 0.000142 ***
## hour13:dow2 -1.211e-03 2.396e-04 -5.055 4.98e-07 ***
## hour14:dow2 -9.481e-04 2.396e-04 -3.958 8.02e-05 ***
## hour15:dow2 -6.916e-04 2.396e-04 -2.887 0.003958 **
## hour16:dow2 -5.306e-04 2.396e-04 -2.215 0.026961 *
## hour17:dow2 -5.372e-04 2.396e-04 -2.242 0.025115 *
## hour18:dow2 -5.389e-04 2.396e-04 -2.249 0.024670 *
## hour19:dow2 -2.748e-04 2.396e-04 -1.147 0.251620
## hour20:dow2 9.919e-06 2.396e-04 0.041 0.966980
## hour21:dow2 1.521e-04 2.396e-04 0.635 0.525566
## hour22:dow2 4.040e-04 2.396e-04 1.687 0.091945 .
## hour23:dow2 7.258e-04 2.396e-04 3.030 0.002500 **
## hour1:dow3 -1.910e-04 2.396e-04 -0.797 0.425339
## hour2:dow3 -3.794e-04 2.396e-04 -1.584 0.113550
## hour3:dow3 2.493e-04 2.396e-04 1.040 0.298332
## hour4:dow3 5.646e-04 2.396e-04 2.357 0.018600 *
## hour5:dow3 1.479e-06 2.396e-04 0.006 0.995074
## hour6:dow3 -2.043e-04 2.396e-04 -0.853 0.393935
## hour7:dow3 -2.053e-04 2.396e-04 -0.857 0.391593
## hour8:dow3 -1.868e-04 2.396e-04 -0.780 0.435656
## hour9:dow3 -4.214e-05 2.396e-04 -0.176 0.860391
## hour10:dow3 -2.101e-04 2.396e-04 -0.877 0.380649
## hour11:dow3 -4.296e-04 2.396e-04 -1.793 0.073208 .
## hour12:dow3 -7.532e-04 2.396e-04 -3.144 0.001706 **
## hour13:dow3 -9.578e-04 2.396e-04 -3.998 6.78e-05 ***
## hour14:dow3 -8.713e-04 2.396e-04 -3.637 0.000288 ***
## hour15:dow3 -5.315e-04 2.396e-04 -2.219 0.026697 *
## hour16:dow3 -3.904e-04 2.396e-04 -1.630 0.103440
## hour17:dow3 -3.841e-04 2.396e-04 -1.603 0.109140
## hour18:dow3 -7.171e-04 2.396e-04 -2.993 0.002816 **
## hour19:dow3 -1.308e-04 2.396e-04 -0.546 0.585240
## hour20:dow3 8.826e-05 2.396e-04 0.368 0.712632
## hour21:dow3 2.599e-04 2.396e-04 1.085 0.278266
## hour22:dow3 6.403e-04 2.396e-04 2.673 0.007622 **
## hour23:dow3 6.762e-04 2.396e-04 2.823 0.004840 **
## hour1:dow4 -5.562e-04 2.362e-04 -2.355 0.018710 *
## hour2:dow4 -7.596e-04 2.362e-04 -3.216 0.001335 **
## hour3:dow4 4.517e-05 2.362e-04 0.191 0.848379
## hour4:dow4 2.971e-04 2.362e-04 1.258 0.208688
## hour5:dow4 -1.514e-04 2.362e-04 -0.641 0.521608
## hour6:dow4 -4.529e-04 2.362e-04 -1.917 0.055456 .
## hour7:dow4 -1.545e-04 2.362e-04 -0.654 0.513136
## hour8:dow4 -1.921e-04 2.362e-04 -0.813 0.416241
## hour9:dow4 -1.917e-06 2.362e-04 -0.008 0.993527
## hour10:dow4 -1.705e-04 2.362e-04 -0.722 0.470478
## hour11:dow4 -3.760e-05 2.362e-04 -0.159 0.873546
## hour12:dow4 -4.515e-04 2.362e-04 -1.911 0.056206 .
## hour13:dow4 -7.720e-04 2.362e-04 -3.268 0.001114 **
## hour14:dow4 -6.563e-04 2.362e-04 -2.779 0.005547 **
## hour15:dow4 -3.713e-04 2.362e-04 -1.572 0.116268
## hour16:dow4 -5.229e-04 2.362e-04 -2.214 0.027039 *
## hour17:dow4 -5.470e-04 2.362e-04 -2.316 0.020743 *
## hour18:dow4 -4.608e-04 2.362e-04 -1.951 0.051310 .
## hour19:dow4 -2.333e-04 2.362e-04 -0.988 0.323434
## hour20:dow4 2.152e-04 2.362e-04 0.911 0.362419
## hour21:dow4 2.268e-04 2.362e-04 0.960 0.337158
## hour22:dow4 3.411e-04 2.362e-04 1.444 0.149023
## hour23:dow4 5.509e-04 2.362e-04 2.332 0.019855 *
## hour1:dow5 -6.837e-04 2.396e-04 -2.854 0.004391 **
## hour2:dow5 -5.014e-04 2.396e-04 -2.093 0.036546 *
## hour3:dow5 -1.407e-04 2.396e-04 -0.587 0.557125
## hour4:dow5 6.265e-05 2.396e-04 0.262 0.793745
## hour5:dow5 -3.707e-04 2.396e-04 -1.548 0.122002
## hour6:dow5 -6.652e-04 2.396e-04 -2.777 0.005580 **
## hour7:dow5 -4.799e-04 2.396e-04 -2.003 0.045384 *
## hour8:dow5 -5.806e-04 2.396e-04 -2.424 0.015515 *
## hour9:dow5 -3.125e-04 2.396e-04 -1.304 0.192353
## hour10:dow5 -5.581e-04 2.396e-04 -2.330 0.019999 *
## hour11:dow5 -7.255e-04 2.396e-04 -3.029 0.002510 **
## hour12:dow5 -1.033e-03 2.396e-04 -4.310 1.77e-05 ***
## hour13:dow5 -1.363e-03 2.396e-04 -5.691 1.60e-08 ***
## hour14:dow5 -1.120e-03 2.396e-04 -4.675 3.28e-06 ***
## hour15:dow5 -9.237e-04 2.396e-04 -3.856 0.000122 ***
## hour16:dow5 -8.275e-04 2.396e-04 -3.454 0.000571 ***
## hour17:dow5 -8.879e-04 2.396e-04 -3.706 0.000220 ***
## hour18:dow5 -1.089e-03 2.396e-04 -4.545 6.07e-06 ***
## hour19:dow5 -6.502e-04 2.396e-04 -2.714 0.006742 **
## hour20:dow5 -1.118e-04 2.396e-04 -0.467 0.640715
## hour21:dow5 -1.971e-04 2.396e-04 -0.823 0.410776
## hour22:dow5 -3.302e-04 2.396e-04 -1.378 0.168409
## hour23:dow5 1.676e-04 2.396e-04 0.700 0.484293
## hour1:dow6 -1.472e-06 2.396e-04 -0.006 0.995097
## hour2:dow6 2.353e-04 2.396e-04 0.982 0.326186
## hour3:dow6 6.339e-04 2.396e-04 2.646 0.008255 **
## hour4:dow6 8.141e-04 2.396e-04 3.398 0.000700 ***
## hour5:dow6 1.418e-04 2.396e-04 0.592 0.553981
## hour6:dow6 1.994e-04 2.396e-04 0.832 0.405484
## hour7:dow6 8.713e-05 2.396e-04 0.364 0.716137
## hour8:dow6 2.881e-04 2.396e-04 1.203 0.229383
## hour9:dow6 2.827e-04 2.396e-04 1.180 0.238131
## hour10:dow6 8.046e-05 2.396e-04 0.336 0.737021
## hour11:dow6 -1.265e-04 2.396e-04 -0.528 0.597498
## hour12:dow6 -5.368e-04 2.396e-04 -2.241 0.025213 *
## hour13:dow6 -8.263e-04 2.396e-04 -3.449 0.000582 ***
## hour14:dow6 -6.831e-04 2.396e-04 -2.852 0.004424 **
## hour15:dow6 -3.823e-04 2.396e-04 -1.596 0.110832
## hour16:dow6 -1.724e-04 2.396e-04 -0.720 0.471879
## hour17:dow6 -2.318e-04 2.396e-04 -0.968 0.333414
## hour18:dow6 -4.063e-04 2.396e-04 -1.696 0.090116 .
## hour19:dow6 1.109e-04 2.396e-04 0.463 0.643589
## hour20:dow6 5.265e-04 2.396e-04 2.198 0.028150 *
## hour21:dow6 5.381e-04 2.396e-04 2.246 0.024872 *
## hour22:dow6 5.587e-04 2.396e-04 2.332 0.019849 *
## hour23:dow6 1.030e-03 2.396e-04 4.300 1.85e-05 ***
## hour1:dow7 -1.012e-04 2.396e-04 -0.422 0.672843
## hour2:dow7 -1.481e-04 2.396e-04 -0.618 0.536552
## hour3:dow7 2.531e-04 2.396e-04 1.057 0.290917
## hour4:dow7 3.545e-04 2.396e-04 1.480 0.139170
## hour5:dow7 3.147e-05 2.396e-04 0.131 0.895491
## hour6:dow7 4.064e-04 2.396e-04 1.696 0.090098 .
## hour7:dow7 4.124e-04 2.396e-04 1.722 0.085405 .
## hour8:dow7 1.523e-04 2.396e-04 0.636 0.525089
## hour9:dow7 3.498e-04 2.396e-04 1.460 0.144487
## hour10:dow7 3.560e-05 2.396e-04 0.149 0.881894
## hour11:dow7 2.533e-04 2.396e-04 1.057 0.290573
## hour12:dow7 8.327e-05 2.396e-04 0.348 0.728196
## hour13:dow7 -1.717e-04 2.396e-04 -0.717 0.473621
## hour14:dow7 6.614e-05 2.396e-04 0.276 0.782530
## hour15:dow7 -2.272e-04 2.396e-04 -0.949 0.343061
## hour16:dow7 -6.098e-05 2.396e-04 -0.255 0.799110
## hour17:dow7 -1.701e-04 2.396e-04 -0.710 0.477768
## hour18:dow7 2.570e-04 2.396e-04 1.073 0.283540
## hour19:dow7 2.516e-04 2.396e-04 1.050 0.293788
## hour20:dow7 5.174e-04 2.396e-04 2.160 0.030989 *
## hour21:dow7 1.317e-04 2.396e-04 0.550 0.582471
## hour22:dow7 3.722e-04 2.396e-04 1.554 0.120522
## hour23:dow7 5.829e-04 2.396e-04 2.433 0.015112 *
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for gaussian family taken to be 1.147758e-07)
##
## Null deviance: 0.01031652 on 1345 degrees of freedom
## Residual deviance: 0.00013509 on 1177 degrees of freedom
## AIC: -17518
##
## Number of Fisher Scoring iterations: 2
##
##
## z test of coefficients:
##
## Estimate Std. Error z value Pr(>|z|)
## hour0 4.2521e-03 2.1053e-04 20.1976 < 2.2e-16 ***
## hour1 4.4181e-03 2.4474e-04 18.0520 < 2.2e-16 ***
## hour2 4.0523e-03 1.2854e-04 31.5257 < 2.2e-16 ***
## hour3 3.3654e-03 1.3703e-04 24.5594 < 2.2e-16 ***
## hour4 3.0916e-03 1.6060e-04 19.2506 < 2.2e-16 ***
## hour5 3.1018e-03 8.7511e-05 35.4449 < 2.2e-16 ***
## hour6 2.7235e-03 5.9508e-05 45.7672 < 2.2e-16 ***
## hour7 2.5780e-03 9.7811e-05 26.3565 < 2.2e-16 ***
## hour8 2.5784e-03 1.1308e-04 22.8018 < 2.2e-16 ***
## hour9 2.2524e-03 1.2308e-04 18.3009 < 2.2e-16 ***
## hour10 2.3851e-03 9.5377e-05 25.0071 < 2.2e-16 ***
## hour11 2.3894e-03 6.8645e-05 34.8086 < 2.2e-16 ***
## hour12 2.6317e-03 8.9752e-05 29.3223 < 2.2e-16 ***
## hour13 3.0213e-03 1.2170e-04 24.8254 < 2.2e-16 ***
## hour14 3.1458e-03 1.0255e-04 30.6751 < 2.2e-16 ***
## hour15 3.0334e-03 1.3376e-04 22.6781 < 2.2e-16 ***
## hour16 3.2081e-03 1.1888e-04 26.9859 < 2.2e-16 ***
## hour17 3.4661e-03 7.6063e-05 45.5682 < 2.2e-16 ***
## hour18 3.6483e-03 9.1916e-05 39.6913 < 2.2e-16 ***
## hour19 3.1100e-03 1.0084e-04 30.8414 < 2.2e-16 ***
## hour20 2.9264e-03 1.1678e-04 25.0599 < 2.2e-16 ***
## hour21 3.3290e-03 2.0296e-04 16.4021 < 2.2e-16 ***
## hour22 3.8774e-03 1.4923e-04 25.9826 < 2.2e-16 ***
## hour23 3.7394e-03 1.4421e-04 25.9308 < 2.2e-16 ***
## dow2 -5.9036e-04 2.5221e-04 -2.3408 0.0192430 *
## dow3 -4.8216e-04 2.7199e-04 -1.7727 0.0762808 .
## dow4 -3.7729e-04 2.7033e-04 -1.3956 0.1628230
## dow5 -2.4842e-04 2.3652e-04 -1.0503 0.2935639
## dow6 -8.4886e-04 2.2417e-04 -3.7866 0.0001527 ***
## dow7 -2.9787e-04 2.1260e-04 -1.4011 0.1611847
## hour1:dow2 -4.1572e-04 3.8118e-04 -1.0906 0.2754380
## hour2:dow2 -4.8089e-04 3.0025e-04 -1.6016 0.1092369
## hour3:dow2 1.1938e-05 3.1344e-04 0.0381 0.9696184
## hour4:dow2 2.2926e-04 3.1683e-04 0.7236 0.4693156
## hour5:dow2 -4.0237e-05 2.8899e-04 -0.1392 0.8892668
## hour6:dow2 -1.5834e-04 2.6910e-04 -0.5884 0.5562707
## hour7:dow2 -3.2704e-04 3.7616e-04 -0.8694 0.3846140
## hour8:dow2 -2.2465e-04 3.0959e-04 -0.7256 0.4680710
## hour9:dow2 5.2814e-05 2.8560e-04 0.1849 0.8532866
## hour10:dow2 -8.4001e-05 2.7576e-04 -0.3046 0.7606608
## hour11:dow2 -5.7333e-04 2.7871e-04 -2.0571 0.0396747 *
## hour12:dow2 -9.1463e-04 3.4514e-04 -2.6501 0.0080478 **
## hour13:dow2 -1.2110e-03 3.3409e-04 -3.6249 0.0002891 ***
## hour14:dow2 -9.4809e-04 3.4363e-04 -2.7591 0.0057968 **
## hour15:dow2 -6.9165e-04 3.4870e-04 -1.9835 0.0473121 *
## hour16:dow2 -5.3059e-04 3.5437e-04 -1.4973 0.1343278
## hour17:dow2 -5.3721e-04 3.6185e-04 -1.4846 0.1376430
## hour18:dow2 -5.3887e-04 3.5361e-04 -1.5239 0.1275282
## hour19:dow2 -2.7477e-04 3.3205e-04 -0.8275 0.4079628
## hour20:dow2 9.9188e-06 3.4342e-04 0.0289 0.9769583
## hour21:dow2 1.5211e-04 3.7546e-04 0.4051 0.6853725
## hour22:dow2 4.0404e-04 3.1503e-04 1.2825 0.1996516
## hour23:dow2 7.2582e-04 3.1149e-04 2.3302 0.0197975 *
## hour1:dow3 -1.9104e-04 3.8395e-04 -0.4976 0.6187932
## hour2:dow3 -3.7937e-04 3.1834e-04 -1.1917 0.2333736
## hour3:dow3 2.4925e-04 3.1453e-04 0.7925 0.4280911
## hour4:dow3 5.6457e-04 3.3455e-04 1.6875 0.0914983 .
## hour5:dow3 1.4794e-06 2.9872e-04 0.0050 0.9960484
## hour6:dow3 -2.0430e-04 2.9150e-04 -0.7009 0.4833886
## hour7:dow3 -2.0531e-04 2.9845e-04 -0.6879 0.4914952
## hour8:dow3 -1.8681e-04 3.0289e-04 -0.6168 0.5373883
## hour9:dow3 -4.2142e-05 3.1112e-04 -0.1355 0.8922545
## hour10:dow3 -2.1010e-04 2.9220e-04 -0.7190 0.4721282
## hour11:dow3 -4.2956e-04 2.9526e-04 -1.4548 0.1457155
## hour12:dow3 -7.5325e-04 3.0539e-04 -2.4665 0.0136442 *
## hour13:dow3 -9.5778e-04 3.0940e-04 -3.0956 0.0019643 **
## hour14:dow3 -8.7127e-04 2.9602e-04 -2.9433 0.0032473 **
## hour15:dow3 -5.3151e-04 3.0976e-04 -1.7158 0.0861911 .
## hour16:dow3 -3.9040e-04 3.1885e-04 -1.2244 0.2208093
## hour17:dow3 -3.8408e-04 3.0660e-04 -1.2527 0.2103157
## hour18:dow3 -7.1710e-04 3.0500e-04 -2.3512 0.0187155 *
## hour19:dow3 -1.3077e-04 3.0108e-04 -0.4343 0.6640394
## hour20:dow3 8.8256e-05 3.1451e-04 0.2806 0.7790048
## hour21:dow3 2.5985e-04 3.5573e-04 0.7305 0.4651019
## hour22:dow3 6.4033e-04 3.5751e-04 1.7911 0.0732757 .
## hour23:dow3 6.7623e-04 3.6283e-04 1.8638 0.0623554 .
## hour1:dow4 -5.5615e-04 3.9860e-04 -1.3953 0.1629321
## hour2:dow4 -7.5963e-04 3.1645e-04 -2.4005 0.0163735 *
## hour3:dow4 4.5170e-05 3.3019e-04 0.1368 0.8911900
## hour4:dow4 2.9712e-04 3.3531e-04 0.8861 0.3755650
## hour5:dow4 -1.5142e-04 2.9670e-04 -0.5104 0.6097958
## hour6:dow4 -4.5285e-04 2.8654e-04 -1.5804 0.1140047
## hour7:dow4 -1.5452e-04 3.0094e-04 -0.5135 0.6076328
## hour8:dow4 -1.9209e-04 3.0591e-04 -0.6280 0.5300336
## hour9:dow4 -1.9166e-06 3.0084e-04 -0.0064 0.9949167
## hour10:dow4 -1.7053e-04 2.9332e-04 -0.5814 0.5609973
## hour11:dow4 -3.7602e-05 2.8499e-04 -0.1319 0.8950299
## hour12:dow4 -4.5147e-04 2.9470e-04 -1.5320 0.1255305
## hour13:dow4 -7.7196e-04 2.9944e-04 -2.5780 0.0099372 **
## hour14:dow4 -6.5631e-04 3.0456e-04 -2.1549 0.0311661 *
## hour15:dow4 -3.7127e-04 3.1080e-04 -1.1946 0.2322576
## hour16:dow4 -5.2290e-04 3.4896e-04 -1.4984 0.1340228
## hour17:dow4 -5.4700e-04 3.2514e-04 -1.6824 0.0925001 .
## hour18:dow4 -4.6081e-04 3.0099e-04 -1.5310 0.1257719
## hour19:dow4 -2.3333e-04 3.0243e-04 -0.7715 0.4403885
## hour20:dow4 2.1521e-04 3.0620e-04 0.7029 0.4821447
## hour21:dow4 2.2680e-04 3.4941e-04 0.6491 0.5162670
## hour22:dow4 3.4107e-04 3.2445e-04 1.0512 0.2931532
## hour23:dow4 5.5090e-04 3.2084e-04 1.7170 0.0859724 .
## hour1:dow5 -6.8372e-04 3.6817e-04 -1.8571 0.0632991 .
## hour2:dow5 -5.0144e-04 3.0734e-04 -1.6315 0.1027769
## hour3:dow5 -1.4069e-04 2.8647e-04 -0.4911 0.6233500
## hour4:dow5 6.2647e-05 2.9164e-04 0.2148 0.8299145
## hour5:dow5 -3.7073e-04 2.5957e-04 -1.4282 0.1532201
## hour6:dow5 -6.6516e-04 2.5721e-04 -2.5861 0.0097072 **
## hour7:dow5 -4.7988e-04 2.6748e-04 -1.7941 0.0728001 .
## hour8:dow5 -5.8061e-04 2.6451e-04 -2.1950 0.0281626 *
## hour9:dow5 -3.1248e-04 2.7549e-04 -1.1343 0.2566871
## hour10:dow5 -5.5806e-04 2.6023e-04 -2.1445 0.0319922 *
## hour11:dow5 -7.2554e-04 2.5043e-04 -2.8971 0.0037661 **
## hour12:dow5 -1.0325e-03 2.6299e-04 -3.9262 8.631e-05 ***
## hour13:dow5 -1.3632e-03 2.7430e-04 -4.9698 6.704e-07 ***
## hour14:dow5 -1.1200e-03 2.6482e-04 -4.2292 2.346e-05 ***
## hour15:dow5 -9.2367e-04 2.7960e-04 -3.3035 0.0009547 ***
## hour16:dow5 -8.2751e-04 2.7167e-04 -3.0460 0.0023193 **
## hour17:dow5 -8.8785e-04 2.5672e-04 -3.4584 0.0005434 ***
## hour18:dow5 -1.0887e-03 2.5824e-04 -4.2158 2.489e-05 ***
## hour19:dow5 -6.5019e-04 2.6439e-04 -2.4592 0.0139247 *
## hour20:dow5 -1.1183e-04 2.8174e-04 -0.3969 0.6914222
## hour21:dow5 -1.9711e-04 3.3854e-04 -0.5822 0.5604058
## hour22:dow5 -3.3015e-04 3.0164e-04 -1.0945 0.2737232
## hour23:dow5 1.6760e-04 2.9562e-04 0.5669 0.5707518
## hour1:dow6 -1.4724e-06 3.5479e-04 -0.0042 0.9966887
## hour2:dow6 2.3530e-04 2.6356e-04 0.8928 0.3719791
## hour3:dow6 6.3386e-04 2.7155e-04 2.3343 0.0195824 *
## hour4:dow6 8.1412e-04 3.0677e-04 2.6539 0.0079577 **
## hour5:dow6 1.4181e-04 2.4743e-04 0.5731 0.5665561
## hour6:dow6 1.9935e-04 2.3978e-04 0.8314 0.4057604
## hour7:dow6 8.7130e-05 2.5617e-04 0.3401 0.7337650
## hour8:dow6 2.8809e-04 2.6002e-04 1.1080 0.2678825
## hour9:dow6 2.8274e-04 2.6248e-04 1.0772 0.2813953
## hour10:dow6 8.0463e-05 2.6005e-04 0.3094 0.7570044
## hour11:dow6 -1.2652e-04 2.4553e-04 -0.5153 0.6063380
## hour12:dow6 -5.3685e-04 2.4800e-04 -2.1647 0.0304136 *
## hour13:dow6 -8.2626e-04 2.6196e-04 -3.1541 0.0016100 **
## hour14:dow6 -6.8315e-04 2.5730e-04 -2.6550 0.0079302 **
## hour15:dow6 -3.8225e-04 2.7185e-04 -1.4061 0.1596888
## hour16:dow6 -1.7240e-04 2.6905e-04 -0.6408 0.5216793
## hour17:dow6 -2.3181e-04 2.4601e-04 -0.9423 0.3460444
## hour18:dow6 -4.0633e-04 2.4686e-04 -1.6460 0.0997584 .
## hour19:dow6 1.1087e-04 2.5228e-04 0.4395 0.6603261
## hour20:dow6 5.2652e-04 2.6355e-04 1.9978 0.0457390 *
## hour21:dow6 5.3811e-04 3.2249e-04 1.6686 0.0951941 .
## hour22:dow6 5.5874e-04 2.9017e-04 1.9255 0.0541612 .
## hour23:dow6 1.0301e-03 2.9426e-04 3.5006 0.0004642 ***
## hour1:dow7 -1.0118e-04 3.6502e-04 -0.2772 0.7816357
## hour2:dow7 -1.4810e-04 2.8077e-04 -0.5275 0.5978689
## hour3:dow7 2.5311e-04 2.5780e-04 0.9818 0.3261800
## hour4:dow7 3.5452e-04 2.7526e-04 1.2880 0.1977592
## hour5:dow7 3.1475e-05 2.6103e-04 0.1206 0.9040246
## hour6:dow7 4.0636e-04 2.5035e-04 1.6232 0.1045538
## hour7:dow7 4.1242e-04 2.7171e-04 1.5179 0.1290443
## hour8:dow7 1.5229e-04 2.7021e-04 0.5636 0.5730283
## hour9:dow7 3.4982e-04 2.6584e-04 1.3159 0.1882068
## hour10:dow7 3.5599e-05 2.5726e-04 0.1384 0.8899421
## hour11:dow7 2.5329e-04 2.4220e-04 1.0458 0.2956468
## hour12:dow7 8.3272e-05 2.7336e-04 0.3046 0.7606474
## hour13:dow7 -1.7172e-04 2.9383e-04 -0.5844 0.5589396
## hour14:dow7 6.6139e-05 2.8577e-04 0.2314 0.8169763
## hour15:dow7 -2.2722e-04 2.8993e-04 -0.7837 0.4331985
## hour16:dow7 -6.0981e-05 2.7343e-04 -0.2230 0.8235183
## hour17:dow7 -1.7012e-04 2.7837e-04 -0.6111 0.5411181
## hour18:dow7 2.5702e-04 2.8923e-04 0.8886 0.3742053
## hour19:dow7 2.5161e-04 2.6533e-04 0.9483 0.3429815
## hour20:dow7 5.1740e-04 2.7707e-04 1.8674 0.0618473 .
## hour21:dow7 1.3174e-04 3.5293e-04 0.3733 0.7089451
## hour22:dow7 3.7220e-04 3.3049e-04 1.1262 0.2600669
## hour23:dow7 5.8290e-04 2.8233e-04 2.0646 0.0389593 *
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Call:
## glm(formula = form, data = df)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -8.666e-04 -2.040e-04 -1.393e-05 1.480e-04 1.499e-03
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 2.200e-04 5.461e-05 4.029 6.94e-05 ***
## lin1 1.317e-06 5.605e-07 2.349 0.0194 *
## lin2 -1.768e-06 5.555e-07 -3.183 0.0016 **
## postchange -9.333e-05 7.677e-05 -1.216 0.2250
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for gaussian family taken to be 1.241246e-07)
##
## Null deviance: 4.4712e-05 on 336 degrees of freedom
## Residual deviance: 4.1333e-05 on 333 degrees of freedom
## AIC: -4396.6
##
## Number of Fisher Scoring iterations: 2
##
##
## z test of coefficients:
##
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) 2.2003e-04 9.1239e-05 2.4115 0.01589 *
## lin1 1.3168e-06 7.4767e-07 1.7612 0.07821 .
## lin2 -1.7680e-06 3.4246e-07 -5.1628 2.433e-07 ***
## postchange -9.3331e-05 9.6872e-05 -0.9634 0.33533
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [1] "7 Regression for wincall model2 on 2016-08-17/red/0-30%"
##
## Call:
## glm(formula = form, data = df)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -460.38 -42.50 -11.75 11.63 688.00
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## hour0 358.125 40.222 8.904 < 2e-16 ***
## hour1 313.250 40.222 7.788 1.49e-14 ***
## hour2 244.875 40.222 6.088 1.54e-09 ***
## hour3 193.250 40.222 4.805 1.75e-06 ***
## hour4 130.000 40.222 3.232 0.001263 **
## hour5 98.875 40.222 2.458 0.014107 *
## hour6 68.625 40.222 1.706 0.088247 .
## hour7 57.625 40.222 1.433 0.152222
## hour8 41.000 40.222 1.019 0.308256
## hour9 42.000 40.222 1.044 0.296611
## hour10 46.125 40.222 1.147 0.251720
## hour11 75.000 40.222 1.865 0.062483 .
## hour12 124.250 40.222 3.089 0.002055 **
## hour13 212.000 40.222 5.271 1.62e-07 ***
## hour14 296.750 40.222 7.378 3.03e-13 ***
## hour15 351.500 40.222 8.739 < 2e-16 ***
## hour16 410.875 40.222 10.215 < 2e-16 ***
## hour17 439.875 40.222 10.936 < 2e-16 ***
## hour18 478.875 40.222 11.906 < 2e-16 ***
## hour19 479.000 40.222 11.909 < 2e-16 ***
## hour20 464.000 40.222 11.536 < 2e-16 ***
## hour21 443.500 40.222 11.026 < 2e-16 ***
## hour22 395.125 40.222 9.823 < 2e-16 ***
## hour23 363.500 40.222 9.037 < 2e-16 ***
## dow2 -23.125 56.883 -0.407 0.684424
## dow3 173.125 56.883 3.044 0.002390 **
## dow4 138.542 55.281 2.506 0.012339 *
## dow5 189.000 56.883 3.323 0.000919 ***
## dow6 182.500 56.883 3.208 0.001371 **
## dow7 168.500 56.883 2.962 0.003116 **
## hour1:dow2 -2.625 80.445 -0.033 0.973974
## hour2:dow2 7.500 80.445 0.093 0.925736
## hour3:dow2 -2.000 80.445 -0.025 0.980170
## hour4:dow2 0.625 80.445 0.008 0.993802
## hour5:dow2 11.875 80.445 0.148 0.882671
## hour6:dow2 18.875 80.445 0.235 0.814535
## hour7:dow2 19.875 80.445 0.247 0.804903
## hour8:dow2 25.000 80.445 0.311 0.756030
## hour9:dow2 23.125 80.445 0.287 0.773808
## hour10:dow2 39.625 80.445 0.493 0.622407
## hour11:dow2 58.875 80.445 0.732 0.464396
## hour12:dow2 152.375 80.445 1.894 0.058450 .
## hour13:dow2 267.625 80.445 3.327 0.000906 ***
## hour14:dow2 305.000 80.445 3.791 0.000157 ***
## hour15:dow2 356.250 80.445 4.428 1.04e-05 ***
## hour16:dow2 342.000 80.445 4.251 2.29e-05 ***
## hour17:dow2 351.250 80.445 4.366 1.37e-05 ***
## hour18:dow2 380.750 80.445 4.733 2.48e-06 ***
## hour19:dow2 373.375 80.445 4.641 3.85e-06 ***
## hour20:dow2 361.875 80.445 4.498 7.52e-06 ***
## hour21:dow2 302.750 80.445 3.763 0.000176 ***
## hour22:dow2 270.000 80.445 3.356 0.000815 ***
## hour23:dow2 245.750 80.445 3.055 0.002302 **
## hour1:dow3 -65.125 80.445 -0.810 0.418357
## hour2:dow3 -95.875 80.445 -1.192 0.233577
## hour3:dow3 -126.375 80.445 -1.571 0.116464
## hour4:dow3 -123.750 80.445 -1.538 0.124240
## hour5:dow3 -163.875 80.445 -2.037 0.041863 *
## hour6:dow3 -173.750 80.445 -2.160 0.030985 *
## hour7:dow3 -176.625 80.445 -2.196 0.028315 *
## hour8:dow3 -170.750 80.445 -2.123 0.033999 *
## hour9:dow3 -171.375 80.445 -2.130 0.033351 *
## hour10:dow3 -160.375 80.445 -1.994 0.046427 *
## hour11:dow3 -131.375 80.445 -1.633 0.102715
## hour12:dow3 -43.875 80.445 -0.545 0.585580
## hour13:dow3 70.750 80.445 0.879 0.379319
## hour14:dow3 120.375 80.445 1.496 0.134827
## hour15:dow3 141.375 80.445 1.757 0.079108 .
## hour16:dow3 138.000 80.445 1.715 0.086525 .
## hour17:dow3 162.375 80.445 2.018 0.043770 *
## hour18:dow3 173.500 80.445 2.157 0.031227 *
## hour19:dow3 164.625 80.445 2.046 0.040936 *
## hour20:dow3 175.250 80.445 2.179 0.029566 *
## hour21:dow3 126.125 80.445 1.568 0.117187
## hour22:dow3 91.250 80.445 1.134 0.256894
## hour23:dow3 47.375 80.445 0.589 0.556034
## hour1:dow4 -25.917 79.320 -0.327 0.743926
## hour2:dow4 -57.667 79.320 -0.727 0.467362
## hour3:dow4 -76.542 79.320 -0.965 0.334756
## hour4:dow4 -92.917 79.320 -1.171 0.241668
## hour5:dow4 -121.917 79.320 -1.537 0.124556
## hour6:dow4 -127.167 79.320 -1.603 0.109156
## hour7:dow4 -132.542 79.320 -1.671 0.094992 .
## hour8:dow4 -125.917 79.320 -1.587 0.112679
## hour9:dow4 -130.917 79.320 -1.650 0.099110 .
## hour10:dow4 -119.292 79.320 -1.504 0.132867
## hour11:dow4 -86.542 79.320 -1.091 0.275476
## hour12:dow4 7.458 79.320 0.094 0.925102
## hour13:dow4 113.958 79.320 1.437 0.151071
## hour14:dow4 168.333 79.320 2.122 0.034029 *
## hour15:dow4 189.208 79.320 2.385 0.017219 *
## hour16:dow4 177.208 79.320 2.234 0.025664 *
## hour17:dow4 197.208 79.320 2.486 0.013048 *
## hour18:dow4 186.583 79.320 2.352 0.018822 *
## hour19:dow4 204.458 79.320 2.578 0.010068 *
## hour20:dow4 206.958 79.320 2.609 0.009192 **
## hour21:dow4 182.958 79.320 2.307 0.021251 *
## hour22:dow4 139.583 79.320 1.760 0.078710 .
## hour23:dow4 112.708 79.320 1.421 0.155601
## hour1:dow5 -60.875 80.445 -0.757 0.449364
## hour2:dow5 -74.375 80.445 -0.925 0.355393
## hour3:dow5 -130.625 80.445 -1.624 0.104691
## hour4:dow5 -138.000 80.445 -1.715 0.086525 .
## hour5:dow5 -162.750 80.445 -2.023 0.043286 *
## hour6:dow5 -172.000 80.445 -2.138 0.032714 *
## hour7:dow5 -184.375 80.445 -2.292 0.022085 *
## hour8:dow5 -178.250 80.445 -2.216 0.026896 *
## hour9:dow5 -170.875 80.445 -2.124 0.033868 *
## hour10:dow5 -172.250 80.445 -2.141 0.032462 *
## hour11:dow5 -138.500 80.445 -1.722 0.085392 .
## hour12:dow5 -31.000 80.445 -0.385 0.700043
## hour13:dow5 85.875 80.445 1.067 0.285966
## hour14:dow5 122.625 80.445 1.524 0.127694
## hour15:dow5 171.500 80.445 2.132 0.033223 *
## hour16:dow5 150.500 80.445 1.871 0.061615 .
## hour17:dow5 147.750 80.445 1.837 0.066513 .
## hour18:dow5 183.500 80.445 2.281 0.022723 *
## hour19:dow5 173.875 80.445 2.161 0.030865 *
## hour20:dow5 129.625 80.445 1.611 0.107372
## hour21:dow5 67.875 80.445 0.844 0.398984
## hour22:dow5 19.875 80.445 0.247 0.804903
## hour23:dow5 57.375 80.445 0.713 0.475851
## hour1:dow6 -38.875 80.445 -0.483 0.629009
## hour2:dow6 -91.500 80.445 -1.137 0.255593
## hour3:dow6 -117.125 80.445 -1.456 0.145670
## hour4:dow6 -109.500 80.445 -1.361 0.173718
## hour5:dow6 -142.000 80.445 -1.765 0.077793 .
## hour6:dow6 -166.875 80.445 -2.074 0.038259 *
## hour7:dow6 -170.125 80.445 -2.115 0.034657 *
## hour8:dow6 -163.625 80.445 -2.034 0.042176 *
## hour9:dow6 -170.500 80.445 -2.119 0.034261 *
## hour10:dow6 -159.625 80.445 -1.984 0.047457 *
## hour11:dow6 -133.250 80.445 -1.656 0.097905 .
## hour12:dow6 -28.750 80.445 -0.357 0.720866
## hour13:dow6 100.000 80.445 1.243 0.214084
## hour14:dow6 123.375 80.445 1.534 0.125383
## hour15:dow6 163.000 80.445 2.026 0.042967 *
## hour16:dow6 155.250 80.445 1.930 0.053861 .
## hour17:dow6 160.625 80.445 1.997 0.046087 *
## hour18:dow6 195.625 80.445 2.432 0.015173 *
## hour19:dow6 104.875 80.445 1.304 0.192596
## hour20:dow6 74.375 80.445 0.925 0.355393
## hour21:dow6 25.125 80.445 0.312 0.754849
## hour22:dow6 61.250 80.445 0.761 0.446577
## hour23:dow6 55.625 80.445 0.691 0.489409
## hour1:dow7 -33.875 80.445 -0.421 0.673763
## hour2:dow7 -42.625 80.445 -0.530 0.596306
## hour3:dow7 -72.750 80.445 -0.904 0.365998
## hour4:dow7 -75.750 80.445 -0.942 0.346572
## hour5:dow7 -114.000 80.445 -1.417 0.156714
## hour6:dow7 -132.125 80.445 -1.642 0.100769
## hour7:dow7 -154.625 80.445 -1.922 0.054832 .
## hour8:dow7 -154.375 80.445 -1.919 0.055224 .
## hour9:dow7 -157.750 80.445 -1.961 0.050119 .
## hour10:dow7 -153.500 80.445 -1.908 0.056617 .
## hour11:dow7 -141.125 80.445 -1.754 0.079639 .
## hour12:dow7 -103.125 80.445 -1.282 0.200119
## hour13:dow7 -32.500 80.445 -0.404 0.686284
## hour14:dow7 -15.625 80.445 -0.194 0.846028
## hour15:dow7 -10.750 80.445 -0.134 0.893717
## hour16:dow7 -58.875 80.445 -0.732 0.464396
## hour17:dow7 -51.375 80.445 -0.639 0.523185
## hour18:dow7 -78.750 80.445 -0.979 0.327816
## hour19:dow7 -80.750 80.445 -1.004 0.315686
## hour20:dow7 -86.125 80.445 -1.071 0.284566
## hour21:dow7 -117.750 80.445 -1.464 0.143534
## hour22:dow7 -107.250 80.445 -1.333 0.182722
## hour23:dow7 -121.625 80.445 -1.512 0.130827
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for gaussian family taken to be 12942.82)
##
## Null deviance: 308799309 on 1345 degrees of freedom
## Residual deviance: 15233694 on 1177 degrees of freedom
## AIC: 16710
##
## Number of Fisher Scoring iterations: 2
##
##
## z test of coefficients:
##
## Estimate Std. Error z value Pr(>|z|)
## hour0 358.1250 24.5834 14.5677 < 2.2e-16 ***
## hour1 313.2500 14.7686 21.2106 < 2.2e-16 ***
## hour2 244.8750 11.7474 20.8451 < 2.2e-16 ***
## hour3 193.2500 7.7011 25.0940 < 2.2e-16 ***
## hour4 130.0000 8.1958 15.8617 < 2.2e-16 ***
## hour5 98.8750 8.7998 11.2361 < 2.2e-16 ***
## hour6 68.6250 2.7053 25.3673 < 2.2e-16 ***
## hour7 57.6250 6.2844 9.1695 < 2.2e-16 ***
## hour8 41.0000 4.4075 9.3022 < 2.2e-16 ***
## hour9 42.0000 2.8845 14.5604 < 2.2e-16 ***
## hour10 46.1250 3.0613 15.0670 < 2.2e-16 ***
## hour11 75.0000 4.8987 15.3101 < 2.2e-16 ***
## hour12 124.2500 9.7440 12.7515 < 2.2e-16 ***
## hour13 212.0000 12.3282 17.1964 < 2.2e-16 ***
## hour14 296.7500 20.4612 14.5031 < 2.2e-16 ***
## hour15 351.5000 20.0969 17.4903 < 2.2e-16 ***
## hour16 410.8750 26.2783 15.6355 < 2.2e-16 ***
## hour17 439.8750 32.5474 13.5149 < 2.2e-16 ***
## hour18 478.8750 31.6253 15.1422 < 2.2e-16 ***
## hour19 479.0000 30.8835 15.5099 < 2.2e-16 ***
## hour20 464.0000 37.5223 12.3660 < 2.2e-16 ***
## hour21 443.5000 29.7660 14.8996 < 2.2e-16 ***
## hour22 395.1250 24.3242 16.2441 < 2.2e-16 ***
## hour23 363.5000 23.5670 15.4241 < 2.2e-16 ***
## dow2 -23.1250 30.8213 -0.7503 0.4530779
## dow3 173.1250 45.1522 3.8343 0.0001259 ***
## dow4 138.5417 31.9792 4.3322 1.476e-05 ***
## dow5 189.0000 42.3533 4.4625 8.102e-06 ***
## dow6 182.5000 56.3294 3.2399 0.0011958 **
## dow7 168.5000 94.6931 1.7794 0.0751687 .
## hour1:dow2 -2.6250 37.3621 -0.0703 0.9439881
## hour2:dow2 7.5000 35.1120 0.2136 0.8308575
## hour3:dow2 -2.0000 32.9856 -0.0606 0.9516519
## hour4:dow2 0.6250 32.6750 0.0191 0.9847392
## hour5:dow2 11.8750 32.7254 0.3629 0.7167034
## hour6:dow2 18.8750 31.2681 0.6037 0.5460759
## hour7:dow2 19.8750 31.7216 0.6265 0.5309580
## hour8:dow2 25.0000 31.2707 0.7995 0.4240175
## hour9:dow2 23.1250 31.1119 0.7433 0.4573089
## hour10:dow2 39.6250 31.3186 1.2652 0.2057912
## hour11:dow2 58.8750 32.6114 1.8054 0.0710196 .
## hour12:dow2 152.3750 39.8965 3.8193 0.0001339 ***
## hour13:dow2 267.6250 52.7934 5.0693 3.993e-07 ***
## hour14:dow2 305.0000 64.1368 4.7555 1.980e-06 ***
## hour15:dow2 356.2500 70.5515 5.0495 4.430e-07 ***
## hour16:dow2 342.0000 66.5758 5.1370 2.792e-07 ***
## hour17:dow2 351.2500 70.0299 5.0157 5.284e-07 ***
## hour18:dow2 380.7500 78.0393 4.8790 1.067e-06 ***
## hour19:dow2 373.3750 75.4153 4.9509 7.387e-07 ***
## hour20:dow2 361.8750 81.1792 4.4577 8.283e-06 ***
## hour21:dow2 302.7500 61.5367 4.9198 8.662e-07 ***
## hour22:dow2 270.0000 59.6335 4.5277 5.964e-06 ***
## hour23:dow2 245.7500 59.6898 4.1171 3.836e-05 ***
## hour1:dow3 -65.1250 58.4788 -1.1137 0.2654286
## hour2:dow3 -95.8750 51.7550 -1.8525 0.0639570 .
## hour3:dow3 -126.3750 48.4635 -2.6076 0.0091171 **
## hour4:dow3 -123.7500 51.1145 -2.4210 0.0154764 *
## hour5:dow3 -163.8750 46.6134 -3.5156 0.0004387 ***
## hour6:dow3 -173.7500 45.6410 -3.8069 0.0001407 ***
## hour7:dow3 -176.6250 45.7748 -3.8586 0.0001141 ***
## hour8:dow3 -170.7500 45.7458 -3.7326 0.0001895 ***
## hour9:dow3 -171.3750 45.3753 -3.7768 0.0001588 ***
## hour10:dow3 -160.3750 45.7688 -3.5040 0.0004583 ***
## hour11:dow3 -131.3750 46.6061 -2.8188 0.0048198 **
## hour12:dow3 -43.8750 51.1487 -0.8578 0.3910063
## hour13:dow3 70.7500 53.3406 1.3264 0.1847133
## hour14:dow3 120.3750 64.3202 1.8715 0.0612763 .
## hour15:dow3 141.3750 69.9545 2.0210 0.0432842 *
## hour16:dow3 138.0000 74.2227 1.8593 0.0629889 .
## hour17:dow3 162.3750 69.4661 2.3375 0.0194148 *
## hour18:dow3 173.5000 68.6800 2.5262 0.0115302 *
## hour19:dow3 164.6250 72.9751 2.2559 0.0240764 *
## hour20:dow3 175.2500 71.5130 2.4506 0.0142617 *
## hour21:dow3 126.1250 66.1764 1.9059 0.0566644 .
## hour22:dow3 91.2500 59.2314 1.5406 0.1234222
## hour23:dow3 47.3750 60.5408 0.7825 0.4339031
## hour1:dow4 -25.9167 46.1986 -0.5610 0.5748084
## hour2:dow4 -57.6667 42.3399 -1.3620 0.1731999
## hour3:dow4 -76.5417 37.8220 -2.0237 0.0429974 *
## hour4:dow4 -92.9167 35.6956 -2.6030 0.0092405 **
## hour5:dow4 -121.9167 34.6903 -3.5144 0.0004407 ***
## hour6:dow4 -127.1667 32.8740 -3.8683 0.0001096 ***
## hour7:dow4 -132.5417 33.0478 -4.0106 6.056e-05 ***
## hour8:dow4 -125.9167 32.6483 -3.8568 0.0001149 ***
## hour9:dow4 -130.9167 32.2920 -4.0542 5.032e-05 ***
## hour10:dow4 -119.2917 32.2192 -3.7025 0.0002135 ***
## hour11:dow4 -86.5417 34.0673 -2.5403 0.0110754 *
## hour12:dow4 7.4583 37.8531 0.1970 0.8438013
## hour13:dow4 113.9583 43.9285 2.5942 0.0094818 **
## hour14:dow4 168.3333 52.7992 3.1882 0.0014317 **
## hour15:dow4 189.2083 46.9768 4.0277 5.633e-05 ***
## hour16:dow4 177.2083 58.8132 3.0131 0.0025862 **
## hour17:dow4 197.2083 61.3738 3.2132 0.0013125 **
## hour18:dow4 186.5833 58.1345 3.2095 0.0013296 **
## hour19:dow4 204.4583 70.7119 2.8914 0.0038350 **
## hour20:dow4 206.9583 73.2456 2.8255 0.0047201 **
## hour21:dow4 182.9583 62.0263 2.9497 0.0031809 **
## hour22:dow4 139.5833 54.5079 2.5608 0.0104434 *
## hour23:dow4 112.7083 53.8095 2.0946 0.0362083 *
## hour1:dow5 -60.8750 55.0236 -1.1063 0.2685775
## hour2:dow5 -74.3750 51.1948 -1.4528 0.1462840
## hour3:dow5 -130.6250 46.6859 -2.7980 0.0051428 **
## hour4:dow5 -138.0000 49.0119 -2.8156 0.0048680 **
## hour5:dow5 -162.7500 45.5167 -3.5756 0.0003494 ***
## hour6:dow5 -172.0000 43.0665 -3.9938 6.502e-05 ***
## hour7:dow5 -184.3750 43.0154 -4.2863 1.817e-05 ***
## hour8:dow5 -178.2500 42.8311 -4.1617 3.159e-05 ***
## hour9:dow5 -170.8750 42.7851 -3.9938 6.502e-05 ***
## hour10:dow5 -172.2500 42.5648 -4.0468 5.193e-05 ***
## hour11:dow5 -138.5000 43.8989 -3.1550 0.0016051 **
## hour12:dow5 -31.0000 47.5877 -0.6514 0.5147702
## hour13:dow5 85.8750 57.8694 1.4839 0.1378237
## hour14:dow5 122.6250 69.0570 1.7757 0.0757813 .
## hour15:dow5 171.5000 72.2610 2.3733 0.0176280 *
## hour16:dow5 150.5000 72.2663 2.0826 0.0372900 *
## hour17:dow5 147.7500 82.7666 1.7851 0.0742387 .
## hour18:dow5 183.5000 86.2325 2.1280 0.0333397 *
## hour19:dow5 173.8750 79.6749 2.1823 0.0290869 *
## hour20:dow5 129.6250 96.4961 1.3433 0.1791690
## hour21:dow5 67.8750 103.2431 0.6574 0.5109053
## hour22:dow5 19.8750 103.0109 0.1929 0.8470053
## hour23:dow5 57.3750 79.5354 0.7214 0.4706775
## hour1:dow6 -38.8750 81.9184 -0.4746 0.6351024
## hour2:dow6 -91.5000 67.9300 -1.3470 0.1779883
## hour3:dow6 -117.1250 63.9280 -1.8321 0.0669304 .
## hour4:dow6 -109.5000 65.4541 -1.6729 0.0943414 .
## hour5:dow6 -142.0000 62.4157 -2.2751 0.0229018 *
## hour6:dow6 -166.8750 57.7077 -2.8917 0.0038313 **
## hour7:dow6 -170.1250 57.6781 -2.9496 0.0031823 **
## hour8:dow6 -163.6250 57.2538 -2.8579 0.0042647 **
## hour9:dow6 -170.5000 56.6889 -3.0076 0.0026328 **
## hour10:dow6 -159.6250 57.2070 -2.7903 0.0052659 **
## hour11:dow6 -133.2500 59.7801 -2.2290 0.0258137 *
## hour12:dow6 -28.7500 64.4238 -0.4463 0.6554066
## hour13:dow6 100.0000 79.0878 1.2644 0.2060804
## hour14:dow6 123.3750 83.3762 1.4797 0.1389428
## hour15:dow6 163.0000 115.5962 1.4101 0.1585159
## hour16:dow6 155.2500 107.4536 1.4448 0.1485112
## hour17:dow6 160.6250 117.5425 1.3665 0.1717736
## hour18:dow6 195.6250 120.1557 1.6281 0.1035045
## hour19:dow6 104.8750 72.1598 1.4534 0.1461203
## hour20:dow6 74.3750 73.8668 1.0069 0.3139926
## hour21:dow6 25.1250 71.1002 0.3534 0.7238078
## hour22:dow6 61.2500 116.5774 0.5254 0.5993036
## hour23:dow6 55.6250 115.7304 0.4806 0.6307702
## hour1:dow7 -33.8750 137.3209 -0.2467 0.8051520
## hour2:dow7 -42.6250 125.8170 -0.3388 0.7347711
## hour3:dow7 -72.7500 112.4721 -0.6468 0.5177440
## hour4:dow7 -75.7500 115.6680 -0.6549 0.5125375
## hour5:dow7 -114.0000 103.1166 -1.1055 0.2689238
## hour6:dow7 -132.1250 97.1886 -1.3595 0.1739975
## hour7:dow7 -154.6250 96.2010 -1.6073 0.1079860
## hour8:dow7 -154.3750 95.2867 -1.6201 0.1052087
## hour9:dow7 -157.7500 95.2300 -1.6565 0.0976175 .
## hour10:dow7 -153.5000 95.1535 -1.6132 0.1067048
## hour11:dow7 -141.1250 95.8227 -1.4728 0.1408127
## hour12:dow7 -103.1250 97.6449 -1.0561 0.2909121
## hour13:dow7 -32.5000 103.2605 -0.3147 0.7529607
## hour14:dow7 -15.6250 110.2261 -0.1418 0.8872742
## hour15:dow7 -10.7500 108.6530 -0.0989 0.9211868
## hour16:dow7 -58.8750 109.3561 -0.5384 0.5903156
## hour17:dow7 -51.3750 109.1770 -0.4706 0.6379506
## hour18:dow7 -78.7500 106.6503 -0.7384 0.4602747
## hour19:dow7 -80.7500 106.5926 -0.7576 0.4487159
## hour20:dow7 -86.1250 109.2191 -0.7886 0.4303736
## hour21:dow7 -117.7500 105.3108 -1.1181 0.2635161
## hour22:dow7 -107.2500 102.4288 -1.0471 0.2950679
## hour23:dow7 -121.6250 100.8962 -1.2054 0.2280307
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Call:
## glm(formula = form, data = df)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -125.176 -17.644 5.306 19.816 180.923
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 3.42263 5.01669 0.682 0.49556
## lin1 0.16785 0.05149 3.260 0.00123 **
## lin2 0.12645 0.05104 2.478 0.01372 *
## postchange -40.97578 7.05294 -5.810 1.46e-08 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for gaussian family taken to be 1047.613)
##
## Null deviance: 388449 on 336 degrees of freedom
## Residual deviance: 348855 on 333 degrees of freedom
## AIC: 3305.9
##
## Number of Fisher Scoring iterations: 2
##
##
## z test of coefficients:
##
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) 3.422634 3.708712 0.9229 0.356079
## lin1 0.167850 0.035611 4.7134 2.436e-06 ***
## lin2 0.126446 0.044991 2.8105 0.004947 **
## postchange -40.975781 5.944335 -6.8932 5.453e-12 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [1] "8 Regression for wincall model2 on 2016-09-1/red/30-50%"
##
## Call:
## glm(formula = form, data = df)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -402.50 -21.25 -2.00 15.37 283.25
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## hour0 341.375 23.172 14.732 < 2e-16 ***
## hour1 312.500 23.172 13.486 < 2e-16 ***
## hour2 236.375 23.172 10.201 < 2e-16 ***
## hour3 190.750 23.172 8.232 4.84e-16 ***
## hour4 129.500 23.172 5.589 2.84e-08 ***
## hour5 89.875 23.172 3.879 0.000111 ***
## hour6 67.000 23.172 2.891 0.003905 **
## hour7 51.875 23.172 2.239 0.025360 *
## hour8 40.250 23.172 1.737 0.082642 .
## hour9 42.250 23.172 1.823 0.068504 .
## hour10 43.375 23.172 1.872 0.061468 .
## hour11 70.000 23.172 3.021 0.002574 **
## hour12 118.000 23.172 5.092 4.11e-07 ***
## hour13 213.375 23.172 9.208 < 2e-16 ***
## hour14 289.000 23.172 12.472 < 2e-16 ***
## hour15 354.750 23.172 15.310 < 2e-16 ***
## hour16 403.250 23.172 17.403 < 2e-16 ***
## hour17 427.875 23.172 18.465 < 2e-16 ***
## hour18 459.625 23.172 19.836 < 2e-16 ***
## hour19 464.250 23.172 20.035 < 2e-16 ***
## hour20 450.375 23.172 19.436 < 2e-16 ***
## hour21 427.500 23.172 18.449 < 2e-16 ***
## hour22 387.500 23.172 16.723 < 2e-16 ***
## hour23 348.625 23.172 15.045 < 2e-16 ***
## dow2 -14.125 32.770 -0.431 0.666519
## dow3 177.500 32.770 5.417 7.36e-08 ***
## dow4 147.750 32.770 4.509 7.17e-06 ***
## dow5 165.625 31.846 5.201 2.34e-07 ***
## dow6 146.875 32.770 4.482 8.11e-06 ***
## dow7 73.375 32.770 2.239 0.025335 *
## hour1:dow2 -10.125 46.343 -0.218 0.827094
## hour2:dow2 -7.750 46.343 -0.167 0.867217
## hour3:dow2 -10.000 46.343 -0.216 0.829196
## hour4:dow2 -12.750 46.343 -0.275 0.783271
## hour5:dow2 7.750 46.343 0.167 0.867217
## hour6:dow2 10.500 46.343 0.227 0.820797
## hour7:dow2 12.375 46.343 0.267 0.789493
## hour8:dow2 14.625 46.343 0.316 0.752377
## hour9:dow2 15.500 46.343 0.334 0.738091
## hour10:dow2 30.875 46.343 0.666 0.505398
## hour11:dow2 54.625 46.343 1.179 0.238754
## hour12:dow2 154.125 46.343 3.326 0.000909 ***
## hour13:dow2 242.250 46.343 5.227 2.03e-07 ***
## hour14:dow2 281.125 46.343 6.066 1.76e-09 ***
## hour15:dow2 318.500 46.343 6.873 1.02e-11 ***
## hour16:dow2 333.250 46.343 7.191 1.14e-12 ***
## hour17:dow2 346.500 46.343 7.477 1.48e-13 ***
## hour18:dow2 373.750 46.343 8.065 1.79e-15 ***
## hour19:dow2 372.625 46.343 8.041 2.16e-15 ***
## hour20:dow2 348.625 46.343 7.523 1.06e-13 ***
## hour21:dow2 315.125 46.343 6.800 1.66e-11 ***
## hour22:dow2 262.625 46.343 5.667 1.83e-08 ***
## hour23:dow2 242.125 46.343 5.225 2.06e-07 ***
## hour1:dow3 -92.250 46.343 -1.991 0.046758 *
## hour2:dow3 -106.750 46.343 -2.303 0.021426 *
## hour3:dow3 -132.625 46.343 -2.862 0.004287 **
## hour4:dow3 -140.750 46.343 -3.037 0.002441 **
## hour5:dow3 -164.375 46.343 -3.547 0.000405 ***
## hour6:dow3 -181.500 46.343 -3.916 9.50e-05 ***
## hour7:dow3 -175.750 46.343 -3.792 0.000157 ***
## hour8:dow3 -178.625 46.343 -3.854 0.000122 ***
## hour9:dow3 -175.750 46.343 -3.792 0.000157 ***
## hour10:dow3 -161.625 46.343 -3.488 0.000505 ***
## hour11:dow3 -133.625 46.343 -2.883 0.004006 **
## hour12:dow3 -36.250 46.343 -0.782 0.434250
## hour13:dow3 62.000 46.343 1.338 0.181206
## hour14:dow3 106.000 46.343 2.287 0.022356 *
## hour15:dow3 132.000 46.343 2.848 0.004472 **
## hour16:dow3 132.875 46.343 2.867 0.004215 **
## hour17:dow3 151.500 46.343 3.269 0.001110 **
## hour18:dow3 180.250 46.343 3.889 0.000106 ***
## hour19:dow3 158.125 46.343 3.412 0.000667 ***
## hour20:dow3 174.750 46.343 3.771 0.000171 ***
## hour21:dow3 135.125 46.343 2.916 0.003616 **
## hour22:dow3 93.625 46.343 2.020 0.043583 *
## hour23:dow3 49.250 46.343 1.063 0.288126
## hour1:dow4 -65.625 46.343 -1.416 0.157021
## hour2:dow4 -73.125 46.343 -1.578 0.114857
## hour3:dow4 -98.750 46.343 -2.131 0.033309 *
## hour4:dow4 -125.875 46.343 -2.716 0.006701 **
## hour5:dow4 -130.250 46.343 -2.811 0.005028 **
## hour6:dow4 -137.750 46.343 -2.972 0.003015 **
## hour7:dow4 -136.625 46.343 -2.948 0.003260 **
## hour8:dow4 -137.250 46.343 -2.962 0.003122 **
## hour9:dow4 -144.625 46.343 -3.121 0.001848 **
## hour10:dow4 -121.250 46.343 -2.616 0.009001 **
## hour11:dow4 -100.375 46.343 -2.166 0.030519 *
## hour12:dow4 -9.625 46.343 -0.208 0.835507
## hour13:dow4 99.750 46.343 2.152 0.031567 *
## hour14:dow4 146.500 46.343 3.161 0.001611 **
## hour15:dow4 186.000 46.343 4.014 6.36e-05 ***
## hour16:dow4 179.250 46.343 3.868 0.000116 ***
## hour17:dow4 176.250 46.343 3.803 0.000150 ***
## hour18:dow4 184.750 46.343 3.987 7.12e-05 ***
## hour19:dow4 190.875 46.343 4.119 4.08e-05 ***
## hour20:dow4 190.125 46.343 4.103 4.37e-05 ***
## hour21:dow4 161.875 46.343 3.493 0.000495 ***
## hour22:dow4 111.500 46.343 2.406 0.016283 *
## hour23:dow4 87.750 46.343 1.893 0.058539 .
## hour1:dow5 -73.250 45.695 -1.603 0.109199
## hour2:dow5 -77.500 45.695 -1.696 0.090145 .
## hour3:dow5 -117.125 45.695 -2.563 0.010495 *
## hour4:dow5 -138.875 45.695 -3.039 0.002425 **
## hour5:dow5 -143.375 45.695 -3.138 0.001745 **
## hour6:dow5 -153.750 45.695 -3.365 0.000791 ***
## hour7:dow5 -157.375 45.695 -3.444 0.000593 ***
## hour8:dow5 -158.125 45.695 -3.460 0.000559 ***
## hour9:dow5 -152.125 45.695 -3.329 0.000898 ***
## hour10:dow5 -145.625 45.695 -3.187 0.001476 **
## hour11:dow5 -118.375 45.695 -2.591 0.009701 **
## hour12:dow5 -8.875 45.695 -0.194 0.846035
## hour13:dow5 84.375 45.695 1.846 0.065073 .
## hour14:dow5 127.750 45.695 2.796 0.005263 **
## hour15:dow5 153.625 45.695 3.362 0.000799 ***
## hour16:dow5 152.625 45.695 3.340 0.000864 ***
## hour17:dow5 151.000 45.695 3.305 0.000980 ***
## hour18:dow5 167.875 45.695 3.674 0.000250 ***
## hour19:dow5 163.375 45.695 3.575 0.000364 ***
## hour20:dow5 115.375 45.695 2.525 0.011704 *
## hour21:dow5 49.375 45.695 1.081 0.280126
## hour22:dow5 7.375 45.695 0.161 0.871809
## hour23:dow5 46.750 45.695 1.023 0.306477
## hour1:dow6 -69.250 46.343 -1.494 0.135369
## hour2:dow6 -81.250 46.343 -1.753 0.079824 .
## hour3:dow6 -105.125 46.343 -2.268 0.023485 *
## hour4:dow6 -110.000 46.343 -2.374 0.017776 *
## hour5:dow6 -128.875 46.343 -2.781 0.005508 **
## hour6:dow6 -143.000 46.343 -3.086 0.002078 **
## hour7:dow6 -140.125 46.343 -3.024 0.002552 **
## hour8:dow6 -134.875 46.343 -2.910 0.003678 **
## hour9:dow6 -141.875 46.343 -3.061 0.002253 **
## hour10:dow6 -130.375 46.343 -2.813 0.004986 **
## hour11:dow6 -112.375 46.343 -2.425 0.015465 *
## hour12:dow6 -7.500 46.343 -0.162 0.871463
## hour13:dow6 88.375 46.343 1.907 0.056768 .
## hour14:dow6 127.375 46.343 2.749 0.006078 **
## hour15:dow6 121.625 46.343 2.624 0.008792 **
## hour16:dow6 133.625 46.343 2.883 0.004006 **
## hour17:dow6 143.375 46.343 3.094 0.002023 **
## hour18:dow6 160.000 46.343 3.453 0.000575 ***
## hour19:dow6 154.500 46.343 3.334 0.000883 ***
## hour20:dow6 138.500 46.343 2.989 0.002861 **
## hour21:dow6 56.625 46.343 1.222 0.222005
## hour22:dow6 26.125 46.343 0.564 0.573046
## hour23:dow6 8.500 46.343 0.183 0.854505
## hour1:dow7 -61.125 46.343 -1.319 0.187438
## hour2:dow7 -37.375 46.343 -0.806 0.420128
## hour3:dow7 -38.750 46.343 -0.836 0.403239
## hour4:dow7 -40.000 46.343 -0.863 0.388245
## hour5:dow7 -45.250 46.343 -0.976 0.329062
## hour6:dow7 -62.750 46.343 -1.354 0.175988
## hour7:dow7 -70.125 46.343 -1.513 0.130506
## hour8:dow7 -63.000 46.343 -1.359 0.174273
## hour9:dow7 -69.375 46.343 -1.497 0.134666
## hour10:dow7 -62.375 46.343 -1.346 0.178582
## hour11:dow7 -55.500 46.343 -1.198 0.231319
## hour12:dow7 -14.250 46.343 -0.307 0.758526
## hour13:dow7 27.875 46.343 0.601 0.547629
## hour14:dow7 41.875 46.343 0.904 0.366401
## hour15:dow7 41.000 46.343 0.885 0.376497
## hour16:dow7 10.750 46.343 0.232 0.816606
## hour17:dow7 37.750 46.343 0.815 0.415481
## hour18:dow7 9.875 46.343 0.213 0.831298
## hour19:dow7 6.500 46.343 0.140 0.888480
## hour20:dow7 -7.125 46.343 -0.154 0.877838
## hour21:dow7 -39.375 46.343 -0.850 0.395699
## hour22:dow7 -34.125 46.343 -0.736 0.461662
## hour23:dow7 -28.000 46.343 -0.604 0.545835
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for gaussian family taken to be 4295.39)
##
## Null deviance: 273558122 on 1345 degrees of freedom
## Residual deviance: 5055674 on 1177 degrees of freedom
## AIC: 15227
##
## Number of Fisher Scoring iterations: 2
##
##
## z test of coefficients:
##
## Estimate Std. Error z value Pr(>|z|)
## hour0 341.3750 16.2075 21.0627 < 2.2e-16 ***
## hour1 312.5000 14.7677 21.1611 < 2.2e-16 ***
## hour2 236.3750 7.9614 29.6901 < 2.2e-16 ***
## hour3 190.7500 6.4466 29.5894 < 2.2e-16 ***
## hour4 129.5000 8.5769 15.0987 < 2.2e-16 ***
## hour5 89.8750 2.9726 30.2349 < 2.2e-16 ***
## hour6 67.0000 2.0528 32.6389 < 2.2e-16 ***
## hour7 51.8750 5.7238 9.0630 < 2.2e-16 ***
## hour8 40.2500 3.1323 12.8499 < 2.2e-16 ***
## hour9 42.2500 3.4002 12.4258 < 2.2e-16 ***
## hour10 43.3750 1.8218 23.8093 < 2.2e-16 ***
## hour11 70.0000 3.1846 21.9807 < 2.2e-16 ***
## hour12 118.0000 6.1000 19.3442 < 2.2e-16 ***
## hour13 213.3750 13.5494 15.7480 < 2.2e-16 ***
## hour14 289.0000 17.2442 16.7593 < 2.2e-16 ***
## hour15 354.7500 21.7808 16.2873 < 2.2e-16 ***
## hour16 403.2500 21.8373 18.4661 < 2.2e-16 ***
## hour17 427.8750 24.1843 17.6922 < 2.2e-16 ***
## hour18 459.6250 18.9198 24.2933 < 2.2e-16 ***
## hour19 464.2500 26.1238 17.7711 < 2.2e-16 ***
## hour20 450.3750 28.5623 15.7682 < 2.2e-16 ***
## hour21 427.5000 19.0243 22.4712 < 2.2e-16 ***
## hour22 387.5000 18.7511 20.6654 < 2.2e-16 ***
## hour23 348.6250 19.0262 18.3234 < 2.2e-16 ***
## dow2 -14.1250 20.1888 -0.6996 0.4841492
## dow3 177.5000 34.0671 5.2103 1.885e-07 ***
## dow4 147.7500 28.4184 5.1991 2.003e-07 ***
## dow5 165.6250 21.2313 7.8010 6.144e-15 ***
## dow6 146.8750 20.4830 7.1706 7.467e-13 ***
## dow7 73.3750 19.4593 3.7707 0.0001628 ***
## hour1:dow2 -10.1250 30.0973 -0.3364 0.7365626
## hour2:dow2 -7.7500 22.3911 -0.3461 0.7292529
## hour3:dow2 -10.0000 22.6257 -0.4420 0.6585074
## hour4:dow2 -12.7500 22.4349 -0.5683 0.5698243
## hour5:dow2 7.7500 20.7681 0.3732 0.7090237
## hour6:dow2 10.5000 20.6928 0.5074 0.6118578
## hour7:dow2 12.3750 21.2243 0.5831 0.5598548
## hour8:dow2 14.6250 20.6622 0.7078 0.4790602
## hour9:dow2 15.5000 20.9643 0.7394 0.4596935
## hour10:dow2 30.8750 20.6638 1.4942 0.1351341
## hour11:dow2 54.6250 22.2592 2.4540 0.0141261 *
## hour12:dow2 154.1250 33.9113 4.5449 5.495e-06 ***
## hour13:dow2 242.2500 43.0652 5.6252 1.853e-08 ***
## hour14:dow2 281.1250 49.3024 5.7021 1.184e-08 ***
## hour15:dow2 318.5000 54.9200 5.7993 6.658e-09 ***
## hour16:dow2 333.2500 56.7066 5.8767 4.184e-09 ***
## hour17:dow2 346.5000 57.8248 5.9922 2.070e-09 ***
## hour18:dow2 373.7500 59.5234 6.2790 3.407e-10 ***
## hour19:dow2 372.6250 69.5010 5.3614 8.256e-08 ***
## hour20:dow2 348.6250 67.1631 5.1907 2.095e-07 ***
## hour21:dow2 315.1250 55.8286 5.6445 1.657e-08 ***
## hour22:dow2 262.6250 48.0527 5.4654 4.620e-08 ***
## hour23:dow2 242.1250 45.9741 5.2666 1.390e-07 ***
## hour1:dow3 -92.2500 40.5886 -2.2728 0.0230380 *
## hour2:dow3 -106.7500 38.3361 -2.7846 0.0053597 **
## hour3:dow3 -132.6250 37.1291 -3.5720 0.0003543 ***
## hour4:dow3 -140.7500 37.3784 -3.7655 0.0001662 ***
## hour5:dow3 -164.3750 34.6205 -4.7479 2.055e-06 ***
## hour6:dow3 -181.5000 34.4507 -5.2684 1.376e-07 ***
## hour7:dow3 -175.7500 34.7800 -5.0532 4.345e-07 ***
## hour8:dow3 -178.6250 34.5083 -5.1763 2.263e-07 ***
## hour9:dow3 -175.7500 34.3608 -5.1148 3.140e-07 ***
## hour10:dow3 -161.6250 34.3493 -4.7053 2.535e-06 ***
## hour11:dow3 -133.6250 34.8447 -3.8349 0.0001256 ***
## hour12:dow3 -36.2500 41.2571 -0.8786 0.3795979
## hour13:dow3 62.0000 42.9702 1.4429 0.1490598
## hour14:dow3 106.0000 49.2233 2.1535 0.0312832 *
## hour15:dow3 132.0000 56.5036 2.3361 0.0194842 *
## hour16:dow3 132.8750 60.0480 2.2128 0.0269105 *
## hour17:dow3 151.5000 51.1704 2.9607 0.0030694 **
## hour18:dow3 180.2500 49.3776 3.6504 0.0002618 ***
## hour19:dow3 158.1250 52.8638 2.9912 0.0027790 **
## hour20:dow3 174.7500 54.3528 3.2151 0.0013040 **
## hour21:dow3 135.1250 52.5284 2.5724 0.0100991 *
## hour22:dow3 93.6250 46.7389 2.0031 0.0451615 *
## hour23:dow3 49.2500 46.4431 1.0604 0.2889453
## hour1:dow4 -65.6250 35.1855 -1.8651 0.0621656 .
## hour2:dow4 -73.1250 33.1937 -2.2030 0.0275963 *
## hour3:dow4 -98.7500 30.8105 -3.2051 0.0013503 **
## hour4:dow4 -125.8750 29.9497 -4.2029 2.635e-05 ***
## hour5:dow4 -130.2500 29.6390 -4.3946 1.110e-05 ***
## hour6:dow4 -137.7500 28.8140 -4.7807 1.747e-06 ***
## hour7:dow4 -136.6250 29.3709 -4.6517 3.292e-06 ***
## hour8:dow4 -137.2500 28.9133 -4.7470 2.065e-06 ***
## hour9:dow4 -144.6250 28.7983 -5.0220 5.114e-07 ***
## hour10:dow4 -121.2500 29.1304 -4.1623 3.150e-05 ***
## hour11:dow4 -100.3750 29.0134 -3.4596 0.0005410 ***
## hour12:dow4 -9.6250 31.0040 -0.3104 0.7562235
## hour13:dow4 99.7500 40.0763 2.4890 0.0128101 *
## hour14:dow4 146.5000 41.2259 3.5536 0.0003800 ***
## hour15:dow4 186.0000 48.8306 3.8091 0.0001395 ***
## hour16:dow4 179.2500 49.7485 3.6031 0.0003144 ***
## hour17:dow4 176.2500 45.2273 3.8970 9.740e-05 ***
## hour18:dow4 184.7500 41.8674 4.4127 1.021e-05 ***
## hour19:dow4 190.8750 51.5747 3.7009 0.0002148 ***
## hour20:dow4 190.1250 56.6662 3.3552 0.0007931 ***
## hour21:dow4 161.8750 39.4775 4.1004 4.124e-05 ***
## hour22:dow4 111.5000 44.7657 2.4907 0.0127476 *
## hour23:dow4 87.7500 37.1237 2.3637 0.0180924 *
## hour1:dow5 -73.2500 28.2931 -2.5890 0.0096263 **
## hour2:dow5 -77.5000 25.0606 -3.0925 0.0019848 **
## hour3:dow5 -117.1250 24.5827 -4.7645 1.893e-06 ***
## hour4:dow5 -138.8750 23.6945 -5.8611 4.599e-09 ***
## hour5:dow5 -143.3750 21.8806 -6.5526 5.655e-11 ***
## hour6:dow5 -153.7500 21.5936 -7.1202 1.078e-12 ***
## hour7:dow5 -157.3750 22.2296 -7.0795 1.446e-12 ***
## hour8:dow5 -158.1250 21.6350 -7.3088 2.696e-13 ***
## hour9:dow5 -152.1250 21.8591 -6.9593 3.419e-12 ***
## hour10:dow5 -145.6250 21.6097 -6.7389 1.596e-11 ***
## hour11:dow5 -118.3750 22.2375 -5.3232 1.019e-07 ***
## hour12:dow5 -8.8750 26.6710 -0.3328 0.7393163
## hour13:dow5 84.3750 30.4543 2.7705 0.0055963 **
## hour14:dow5 127.7500 43.9253 2.9083 0.0036335 **
## hour15:dow5 153.6250 42.2304 3.6378 0.0002750 ***
## hour16:dow5 152.6250 41.6317 3.6661 0.0002463 ***
## hour17:dow5 151.0000 45.9954 3.2829 0.0010273 **
## hour18:dow5 167.8750 39.5369 4.2460 2.176e-05 ***
## hour19:dow5 163.3750 40.2464 4.0594 4.920e-05 ***
## hour20:dow5 115.3750 58.2414 1.9810 0.0475936 *
## hour21:dow5 49.3750 65.7305 0.7512 0.4525485
## hour22:dow5 7.3750 68.7635 0.1073 0.9145894
## hour23:dow5 46.7500 33.9850 1.3756 0.1689431
## hour1:dow6 -69.2500 27.0746 -2.5577 0.0105352 *
## hour2:dow6 -81.2500 23.4086 -3.4709 0.0005186 ***
## hour3:dow6 -105.1250 24.2028 -4.3435 1.402e-05 ***
## hour4:dow6 -110.0000 22.7910 -4.8265 1.390e-06 ***
## hour5:dow6 -128.8750 20.8586 -6.1785 6.471e-10 ***
## hour6:dow6 -143.0000 20.9624 -6.8217 8.994e-12 ***
## hour7:dow6 -140.1250 22.3883 -6.2589 3.878e-10 ***
## hour8:dow6 -134.8750 22.0144 -6.1267 8.974e-10 ***
## hour9:dow6 -141.8750 21.1642 -6.7035 2.034e-11 ***
## hour10:dow6 -130.3750 20.7268 -6.2902 3.171e-10 ***
## hour11:dow6 -112.3750 21.9384 -5.1223 3.018e-07 ***
## hour12:dow6 -7.5000 24.9605 -0.3005 0.7638152
## hour13:dow6 88.3750 27.1157 3.2592 0.0011174 **
## hour14:dow6 127.3750 36.3306 3.5060 0.0004549 ***
## hour15:dow6 121.6250 54.7899 2.2198 0.0264295 *
## hour16:dow6 133.6250 42.8393 3.1192 0.0018133 **
## hour17:dow6 143.3750 48.8586 2.9345 0.0033410 **
## hour18:dow6 160.0000 38.6985 4.1345 3.557e-05 ***
## hour19:dow6 154.5000 45.1305 3.4234 0.0006184 ***
## hour20:dow6 138.5000 47.8698 2.8933 0.0038126 **
## hour21:dow6 56.6250 35.3775 1.6006 0.1094673
## hour22:dow6 26.1250 40.8777 0.6391 0.5227573
## hour23:dow6 8.5000 35.1781 0.2416 0.8090687
## hour1:dow7 -61.1250 28.7526 -2.1259 0.0335122 *
## hour2:dow7 -37.3750 23.8267 -1.5686 0.1167363
## hour3:dow7 -38.7500 21.9634 -1.7643 0.0776816 .
## hour4:dow7 -40.0000 24.0597 -1.6625 0.0964070 .
## hour5:dow7 -45.2500 21.9160 -2.0647 0.0389511 *
## hour6:dow7 -62.7500 20.1037 -3.1213 0.0018004 **
## hour7:dow7 -70.1250 20.8577 -3.3621 0.0007736 ***
## hour8:dow7 -63.0000 20.2803 -3.1065 0.0018934 **
## hour9:dow7 -69.3750 20.1866 -3.4367 0.0005889 ***
## hour10:dow7 -62.3750 20.3051 -3.0719 0.0021271 **
## hour11:dow7 -55.5000 20.6569 -2.6867 0.0072151 **
## hour12:dow7 -14.2500 25.3484 -0.5622 0.5740037
## hour13:dow7 27.8750 30.9162 0.9016 0.3672530
## hour14:dow7 41.8750 36.2238 1.1560 0.2476776
## hour15:dow7 41.0000 44.7441 0.9163 0.3594979
## hour16:dow7 10.7500 37.5942 0.2859 0.7749180
## hour17:dow7 37.7500 42.1413 0.8958 0.3703616
## hour18:dow7 9.8750 34.3722 0.2873 0.7738856
## hour19:dow7 6.5000 42.1509 0.1542 0.8774459
## hour20:dow7 -7.1250 42.3005 -0.1684 0.8662388
## hour21:dow7 -39.3750 32.5382 -1.2101 0.2262341
## hour22:dow7 -34.1250 32.8243 -1.0396 0.2985141
## hour23:dow7 -28.0000 32.0533 -0.8735 0.3823659
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Call:
## glm(formula = form, data = df)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -282.16 -13.11 9.31 29.95 96.33
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -25.17009 8.24092 -3.054 0.002438 **
## lin1 -0.09722 0.08458 -1.149 0.251203
## lin2 -0.29524 0.08384 -3.522 0.000489 ***
## postchange -1.46352 11.58587 -0.126 0.899556
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for gaussian family taken to be 2826.947)
##
## Null deviance: 1080329 on 336 degrees of freedom
## Residual deviance: 941373 on 333 degrees of freedom
## AIC: 3640.5
##
## Number of Fisher Scoring iterations: 2
##
##
## z test of coefficients:
##
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) -25.170088 7.125765 -3.5323 0.0004120 ***
## lin1 -0.097225 0.064603 -1.5049 0.1323376
## lin2 -0.295245 0.084178 -3.5074 0.0004525 ***
## postchange -1.463518 9.491389 -0.1542 0.8774566
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [1] "9 Regression for wincall model2 on 2016-09-07/red/50-100%"
##
## Call:
## glm(formula = form, data = df)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -426.88 -24.63 -3.00 17.63 270.88
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## hour0 3.593e+02 2.537e+01 14.158 < 2e-16 ***
## hour1 3.166e+02 2.537e+01 12.478 < 2e-16 ***
## hour2 2.404e+02 2.537e+01 9.473 < 2e-16 ***
## hour3 1.914e+02 2.537e+01 7.542 9.21e-14 ***
## hour4 1.331e+02 2.537e+01 5.247 1.84e-07 ***
## hour5 9.062e+01 2.537e+01 3.572 0.000369 ***
## hour6 7.088e+01 2.537e+01 2.793 0.005303 **
## hour7 5.375e+01 2.537e+01 2.118 0.034357 *
## hour8 4.400e+01 2.537e+01 1.734 0.083167 .
## hour9 4.575e+01 2.537e+01 1.803 0.071638 .
## hour10 4.437e+01 2.537e+01 1.749 0.080578 .
## hour11 7.300e+01 2.537e+01 2.877 0.004087 **
## hour12 1.229e+02 2.537e+01 4.843 1.45e-06 ***
## hour13 2.219e+02 2.537e+01 8.744 < 2e-16 ***
## hour14 2.991e+02 2.537e+01 11.789 < 2e-16 ***
## hour15 3.665e+02 2.537e+01 14.444 < 2e-16 ***
## hour16 4.160e+02 2.537e+01 16.395 < 2e-16 ***
## hour17 4.463e+02 2.537e+01 17.587 < 2e-16 ***
## hour18 4.699e+02 2.537e+01 18.518 < 2e-16 ***
## hour19 4.791e+02 2.537e+01 18.883 < 2e-16 ***
## hour20 4.659e+02 2.537e+01 18.360 < 2e-16 ***
## hour21 4.430e+02 2.537e+01 17.459 < 2e-16 ***
## hour22 4.022e+02 2.537e+01 15.853 < 2e-16 ***
## hour23 3.602e+02 2.537e+01 14.198 < 2e-16 ***
## dow2 -2.263e+01 3.588e+01 -0.631 0.528487
## dow3 1.723e+02 3.588e+01 4.800 1.79e-06 ***
## dow4 1.379e+02 3.487e+01 3.953 8.17e-05 ***
## dow5 1.450e+02 3.588e+01 4.041 5.67e-05 ***
## dow6 1.352e+02 3.588e+01 3.769 0.000172 ***
## dow7 6.387e+01 3.588e+01 1.780 0.075327 .
## hour1:dow2 1.375e+00 5.075e+01 0.027 0.978389
## hour2:dow2 2.058e-12 5.075e+01 0.000 1.000000
## hour3:dow2 -8.750e-01 5.075e+01 -0.017 0.986246
## hour4:dow2 -5.500e+00 5.075e+01 -0.108 0.913713
## hour5:dow2 1.425e+01 5.075e+01 0.281 0.778912
## hour6:dow2 1.788e+01 5.075e+01 0.352 0.724726
## hour7:dow2 1.675e+01 5.075e+01 0.330 0.741410
## hour8:dow2 1.925e+01 5.075e+01 0.379 0.704513
## hour9:dow2 2.263e+01 5.075e+01 0.446 0.655799
## hour10:dow2 3.650e+01 5.075e+01 0.719 0.472133
## hour11:dow2 5.863e+01 5.075e+01 1.155 0.248232
## hour12:dow2 1.615e+02 5.075e+01 3.182 0.001499 **
## hour13:dow2 2.591e+02 5.075e+01 5.106 3.83e-07 ***
## hour14:dow2 3.009e+02 5.075e+01 5.929 4.00e-09 ***
## hour15:dow2 3.298e+02 5.075e+01 6.498 1.20e-10 ***
## hour16:dow2 3.475e+02 5.075e+01 6.848 1.21e-11 ***
## hour17:dow2 3.614e+02 5.075e+01 7.121 1.86e-12 ***
## hour18:dow2 3.905e+02 5.075e+01 7.695 2.98e-14 ***
## hour19:dow2 3.786e+02 5.075e+01 7.461 1.66e-13 ***
## hour20:dow2 3.788e+02 5.075e+01 7.463 1.63e-13 ***
## hour21:dow2 3.356e+02 5.075e+01 6.614 5.68e-11 ***
## hour22:dow2 2.796e+02 5.075e+01 5.510 4.40e-08 ***
## hour23:dow2 2.605e+02 5.075e+01 5.133 3.33e-07 ***
## hour1:dow3 -7.825e+01 5.075e+01 -1.542 0.123356
## hour2:dow3 -9.475e+01 5.075e+01 -1.867 0.062139 .
## hour3:dow3 -1.265e+02 5.075e+01 -2.493 0.012813 *
## hour4:dow3 -1.367e+02 5.075e+01 -2.695 0.007145 **
## hour5:dow3 -1.586e+02 5.075e+01 -3.126 0.001817 **
## hour6:dow3 -1.804e+02 5.075e+01 -3.554 0.000394 ***
## hour7:dow3 -1.696e+02 5.075e+01 -3.343 0.000856 ***
## hour8:dow3 -1.790e+02 5.075e+01 -3.527 0.000436 ***
## hour9:dow3 -1.740e+02 5.075e+01 -3.429 0.000627 ***
## hour10:dow3 -1.537e+02 5.075e+01 -3.030 0.002501 **
## hour11:dow3 -1.306e+02 5.075e+01 -2.574 0.010174 *
## hour12:dow3 -3.275e+01 5.075e+01 -0.645 0.518826
## hour13:dow3 7.450e+01 5.075e+01 1.468 0.142358
## hour14:dow3 1.195e+02 5.075e+01 2.355 0.018697 *
## hour15:dow3 1.431e+02 5.075e+01 2.820 0.004878 **
## hour16:dow3 1.450e+02 5.075e+01 2.857 0.004348 **
## hour17:dow3 1.593e+02 5.075e+01 3.138 0.001743 **
## hour18:dow3 1.910e+02 5.075e+01 3.764 0.000176 ***
## hour19:dow3 1.580e+02 5.075e+01 3.113 0.001894 **
## hour20:dow3 1.804e+02 5.075e+01 3.554 0.000394 ***
## hour21:dow3 1.311e+02 5.075e+01 2.584 0.009890 **
## hour22:dow3 1.025e+02 5.075e+01 2.020 0.043631 *
## hour23:dow3 6.025e+01 5.075e+01 1.187 0.235370
## hour1:dow4 -5.986e+01 5.004e+01 -1.196 0.231814
## hour2:dow4 -6.724e+01 5.004e+01 -1.344 0.179303
## hour3:dow4 -8.949e+01 5.004e+01 -1.788 0.073974 .
## hour4:dow4 -1.196e+02 5.004e+01 -2.390 0.016986 *
## hour5:dow4 -1.211e+02 5.004e+01 -2.420 0.015654 *
## hour6:dow4 -1.317e+02 5.004e+01 -2.633 0.008581 **
## hour7:dow4 -1.286e+02 5.004e+01 -2.570 0.010284 *
## hour8:dow4 -1.311e+02 5.004e+01 -2.620 0.008900 **
## hour9:dow4 -1.382e+02 5.004e+01 -2.763 0.005823 **
## hour10:dow4 -1.124e+02 5.004e+01 -2.246 0.024920 *
## hour11:dow4 -9.349e+01 5.004e+01 -1.868 0.061967 .
## hour12:dow4 -4.611e+00 5.004e+01 -0.092 0.926593
## hour13:dow4 1.011e+02 5.004e+01 2.021 0.043480 *
## hour14:dow4 1.463e+02 5.004e+01 2.923 0.003532 **
## hour15:dow4 1.841e+02 5.004e+01 3.680 0.000244 ***
## hour16:dow4 1.764e+02 5.004e+01 3.525 0.000440 ***
## hour17:dow4 1.678e+02 5.004e+01 3.353 0.000826 ***
## hour18:dow4 1.844e+02 5.004e+01 3.685 0.000239 ***
## hour19:dow4 1.859e+02 5.004e+01 3.715 0.000213 ***
## hour20:dow4 1.845e+02 5.004e+01 3.687 0.000237 ***
## hour21:dow4 1.563e+02 5.004e+01 3.123 0.001834 **
## hour22:dow4 1.066e+02 5.004e+01 2.131 0.033282 *
## hour23:dow4 8.601e+01 5.004e+01 1.719 0.085882 .
## hour1:dow5 -5.438e+01 5.075e+01 -1.071 0.284174
## hour2:dow5 -6.037e+01 5.075e+01 -1.190 0.234400
## hour3:dow5 -9.675e+01 5.075e+01 -1.906 0.056830 .
## hour4:dow5 -1.201e+02 5.075e+01 -2.367 0.018089 *
## hour5:dow5 -1.261e+02 5.075e+01 -2.485 0.013081 *
## hour6:dow5 -1.384e+02 5.075e+01 -2.727 0.006492 **
## hour7:dow5 -1.415e+02 5.075e+01 -2.788 0.005384 **
## hour8:dow5 -1.410e+02 5.075e+01 -2.778 0.005549 **
## hour9:dow5 -1.331e+02 5.075e+01 -2.623 0.008821 **
## hour10:dow5 -1.232e+02 5.075e+01 -2.429 0.015303 *
## hour11:dow5 -9.950e+01 5.075e+01 -1.961 0.050152 .
## hour12:dow5 1.788e+01 5.075e+01 0.352 0.724726
## hour13:dow5 1.039e+02 5.075e+01 2.047 0.040890 *
## hour14:dow5 1.489e+02 5.075e+01 2.934 0.003415 **
## hour15:dow5 1.710e+02 5.075e+01 3.370 0.000777 ***
## hour16:dow5 1.729e+02 5.075e+01 3.407 0.000680 ***
## hour17:dow5 1.711e+02 5.075e+01 3.372 0.000770 ***
## hour18:dow5 1.913e+02 5.075e+01 3.769 0.000172 ***
## hour19:dow5 1.851e+02 5.075e+01 3.648 0.000276 ***
## hour20:dow5 1.376e+02 5.075e+01 2.712 0.006786 **
## hour21:dow5 7.888e+01 5.075e+01 1.554 0.120391
## hour22:dow5 2.700e+01 5.075e+01 0.532 0.594796
## hour23:dow5 6.538e+01 5.075e+01 1.288 0.197917
## hour1:dow6 -6.312e+01 5.075e+01 -1.244 0.213784
## hour2:dow6 -6.637e+01 5.075e+01 -1.308 0.191148
## hour3:dow6 -9.637e+01 5.075e+01 -1.899 0.057795 .
## hour4:dow6 -1.016e+02 5.075e+01 -2.003 0.045454 *
## hour5:dow6 -1.160e+02 5.075e+01 -2.286 0.022442 *
## hour6:dow6 -1.337e+02 5.075e+01 -2.636 0.008510 **
## hour7:dow6 -1.356e+02 5.075e+01 -2.673 0.007632 **
## hour8:dow6 -1.342e+02 5.075e+01 -2.645 0.008267 **
## hour9:dow6 -1.342e+02 5.075e+01 -2.645 0.008267 **
## hour10:dow6 -1.167e+02 5.075e+01 -2.301 0.021588 *
## hour11:dow6 -9.487e+01 5.075e+01 -1.870 0.061795 .
## hour12:dow6 9.250e+00 5.075e+01 0.182 0.855399
## hour13:dow6 9.788e+01 5.075e+01 1.929 0.054013 .
## hour14:dow6 1.500e+02 5.075e+01 2.956 0.003181 **
## hour15:dow6 1.404e+02 5.075e+01 2.766 0.005761 **
## hour16:dow6 1.706e+02 5.075e+01 3.362 0.000798 ***
## hour17:dow6 1.619e+02 5.075e+01 3.190 0.001461 **
## hour18:dow6 1.981e+02 5.075e+01 3.904 9.99e-05 ***
## hour19:dow6 1.694e+02 5.075e+01 3.338 0.000871 ***
## hour20:dow6 1.575e+02 5.075e+01 3.104 0.001957 **
## hour21:dow6 8.000e+01 5.075e+01 1.576 0.115196
## hour22:dow6 4.588e+01 5.075e+01 0.904 0.366189
## hour23:dow6 2.725e+01 5.075e+01 0.537 0.591389
## hour1:dow7 -5.100e+01 5.075e+01 -1.005 0.315116
## hour2:dow7 -2.862e+01 5.075e+01 -0.564 0.572817
## hour3:dow7 -2.912e+01 5.075e+01 -0.574 0.566133
## hour4:dow7 -2.912e+01 5.075e+01 -0.574 0.566133
## hour5:dow7 -3.137e+01 5.075e+01 -0.618 0.536527
## hour6:dow7 -5.725e+01 5.075e+01 -1.128 0.259494
## hour7:dow7 -6.087e+01 5.075e+01 -1.200 0.230550
## hour8:dow7 -5.262e+01 5.075e+01 -1.037 0.299952
## hour9:dow7 -6.237e+01 5.075e+01 -1.229 0.219272
## hour10:dow7 -5.512e+01 5.075e+01 -1.086 0.277588
## hour11:dow7 -4.350e+01 5.075e+01 -0.857 0.391518
## hour12:dow7 2.500e-01 5.075e+01 0.005 0.996070
## hour13:dow7 4.038e+01 5.075e+01 0.796 0.426423
## hour14:dow7 6.150e+01 5.075e+01 1.212 0.225802
## hour15:dow7 5.525e+01 5.075e+01 1.089 0.276500
## hour16:dow7 3.238e+01 5.075e+01 0.638 0.523623
## hour17:dow7 4.638e+01 5.075e+01 0.914 0.360990
## hour18:dow7 3.500e+01 5.075e+01 0.690 0.490527
## hour19:dow7 1.938e+01 5.075e+01 0.382 0.702685
## hour20:dow7 -8.000e+00 5.075e+01 -0.158 0.874765
## hour21:dow7 -2.687e+01 5.075e+01 -0.530 0.596502
## hour22:dow7 -2.637e+01 5.075e+01 -0.520 0.603350
## hour23:dow7 -1.900e+01 5.075e+01 -0.374 0.708173
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for gaussian family taken to be 5150.645)
##
## Null deviance: 286832181 on 1345 degrees of freedom
## Residual deviance: 6062310 on 1177 degrees of freedom
## AIC: 15471
##
## Number of Fisher Scoring iterations: 2
##
##
## z test of coefficients:
##
## Estimate Std. Error z value Pr(>|z|)
## hour0 3.5925e+02 2.2893e+01 15.6927 < 2.2e-16 ***
## hour1 3.1663e+02 1.6606e+01 19.0671 < 2.2e-16 ***
## hour2 2.4037e+02 9.8609e+00 24.3766 < 2.2e-16 ***
## hour3 1.9137e+02 6.6435e+00 28.8064 < 2.2e-16 ***
## hour4 1.3313e+02 9.0004e+00 14.7910 < 2.2e-16 ***
## hour5 9.0625e+01 3.1391e+00 28.8699 < 2.2e-16 ***
## hour6 7.0875e+01 3.9883e+00 17.7706 < 2.2e-16 ***
## hour7 5.3750e+01 5.8482e+00 9.1908 < 2.2e-16 ***
## hour8 4.4000e+01 5.2811e+00 8.3316 < 2.2e-16 ***
## hour9 4.5750e+01 4.9558e+00 9.2316 < 2.2e-16 ***
## hour10 4.4375e+01 2.4923e+00 17.8051 < 2.2e-16 ***
## hour11 7.3000e+01 4.1745e+00 17.4870 < 2.2e-16 ***
## hour12 1.2288e+02 8.2424e+00 14.9077 < 2.2e-16 ***
## hour13 2.2187e+02 1.5266e+01 14.5336 < 2.2e-16 ***
## hour14 2.9912e+02 1.7938e+01 16.6756 < 2.2e-16 ***
## hour15 3.6650e+02 2.3081e+01 15.8789 < 2.2e-16 ***
## hour16 4.1600e+02 2.2686e+01 18.3372 < 2.2e-16 ***
## hour17 4.4625e+02 2.6998e+01 16.5288 < 2.2e-16 ***
## hour18 4.6988e+02 2.1475e+01 21.8800 < 2.2e-16 ***
## hour19 4.7912e+02 2.9760e+01 16.0998 < 2.2e-16 ***
## hour20 4.6588e+02 2.7121e+01 17.1777 < 2.2e-16 ***
## hour21 4.4300e+02 1.7792e+01 24.8995 < 2.2e-16 ***
## hour22 4.0225e+02 2.1585e+01 18.6358 < 2.2e-16 ***
## hour23 3.6025e+02 2.0623e+01 17.4685 < 2.2e-16 ***
## dow2 -2.2625e+01 2.6708e+01 -0.8471 0.3969338
## dow3 1.7225e+02 4.0312e+01 4.2729 1.929e-05 ***
## dow4 1.3786e+02 3.1928e+01 4.3178 1.576e-05 ***
## dow5 1.4500e+02 2.7430e+01 5.2862 1.249e-07 ***
## dow6 1.3525e+02 2.7287e+01 4.9567 7.172e-07 ***
## dow7 6.3875e+01 2.7889e+01 2.2904 0.0220009 *
## hour1:dow2 1.3750e+00 3.5760e+01 0.0385 0.9693287
## hour2:dow2 2.0584e-12 2.9173e+01 0.0000 1.0000000
## hour3:dow2 -8.7500e-01 2.8738e+01 -0.0304 0.9757103
## hour4:dow2 -5.5000e+00 2.8701e+01 -0.1916 0.8480337
## hour5:dow2 1.4250e+01 2.7055e+01 0.5267 0.5983981
## hour6:dow2 1.7875e+01 2.7310e+01 0.6545 0.5127748
## hour7:dow2 1.6750e+01 2.7526e+01 0.6085 0.5428414
## hour8:dow2 1.9250e+01 2.7390e+01 0.7028 0.4821781
## hour9:dow2 2.2625e+01 2.7556e+01 0.8210 0.4116214
## hour10:dow2 3.6500e+01 2.7001e+01 1.3518 0.1764355
## hour11:dow2 5.8625e+01 2.8334e+01 2.0690 0.0385416 *
## hour12:dow2 1.6150e+02 3.9053e+01 4.1354 3.544e-05 ***
## hour13:dow2 2.5913e+02 5.0450e+01 5.1363 2.802e-07 ***
## hour14:dow2 3.0088e+02 5.5803e+01 5.3918 6.976e-08 ***
## hour15:dow2 3.2975e+02 5.9535e+01 5.5387 3.046e-08 ***
## hour16:dow2 3.4750e+02 6.1978e+01 5.6068 2.061e-08 ***
## hour17:dow2 3.6138e+02 6.4363e+01 5.6146 1.970e-08 ***
## hour18:dow2 3.9050e+02 6.5439e+01 5.9673 2.411e-09 ***
## hour19:dow2 3.7863e+02 7.5838e+01 4.9925 5.959e-07 ***
## hour20:dow2 3.7875e+02 7.6836e+01 4.9294 8.250e-07 ***
## hour21:dow2 3.3563e+02 6.4444e+01 5.2080 1.909e-07 ***
## hour22:dow2 2.7963e+02 5.5829e+01 5.0086 5.482e-07 ***
## hour23:dow2 2.6050e+02 5.2153e+01 4.9949 5.886e-07 ***
## hour1:dow3 -7.8250e+01 4.8411e+01 -1.6164 0.1060152
## hour2:dow3 -9.4750e+01 4.5406e+01 -2.0867 0.0369115 *
## hour3:dow3 -1.2650e+02 4.2924e+01 -2.9471 0.0032082 **
## hour4:dow3 -1.3675e+02 4.3155e+01 -3.1688 0.0015306 **
## hour5:dow3 -1.5862e+02 4.0865e+01 -3.8817 0.0001037 ***
## hour6:dow3 -1.8037e+02 4.0772e+01 -4.4240 9.687e-06 ***
## hour7:dow3 -1.6962e+02 4.0991e+01 -4.1381 3.503e-05 ***
## hour8:dow3 -1.7900e+02 4.0879e+01 -4.3788 1.193e-05 ***
## hour9:dow3 -1.7400e+02 4.0721e+01 -4.2730 1.928e-05 ***
## hour10:dow3 -1.5375e+02 4.0745e+01 -3.7735 0.0001610 ***
## hour11:dow3 -1.3062e+02 4.1067e+01 -3.1808 0.0014689 **
## hour12:dow3 -3.2750e+01 4.7177e+01 -0.6942 0.4875596
## hour13:dow3 7.4500e+01 4.9148e+01 1.5158 0.1295630
## hour14:dow3 1.1950e+02 5.4340e+01 2.1991 0.0278700 *
## hour15:dow3 1.4313e+02 6.1834e+01 2.3147 0.0206309 *
## hour16:dow3 1.4500e+02 6.5009e+01 2.2305 0.0257164 *
## hour17:dow3 1.5925e+02 5.8522e+01 2.7212 0.0065048 **
## hour18:dow3 1.9100e+02 5.5792e+01 3.4234 0.0006183 ***
## hour19:dow3 1.5800e+02 5.8827e+01 2.6859 0.0072343 **
## hour20:dow3 1.8038e+02 5.8634e+01 3.0763 0.0020960 **
## hour21:dow3 1.3113e+02 5.5608e+01 2.3580 0.0183715 *
## hour22:dow3 1.0250e+02 5.0410e+01 2.0333 0.0420213 *
## hour23:dow3 6.0250e+01 5.1112e+01 1.1788 0.2384883
## hour1:dow4 -5.9861e+01 3.8827e+01 -1.5418 0.1231330
## hour2:dow4 -6.7236e+01 3.6708e+01 -1.8316 0.0670050 .
## hour3:dow4 -8.9486e+01 3.4113e+01 -2.6232 0.0087096 **
## hour4:dow4 -1.1961e+02 3.3410e+01 -3.5801 0.0003435 ***
## hour5:dow4 -1.2111e+02 3.3035e+01 -3.6662 0.0002462 ***
## hour6:dow4 -1.3174e+02 3.2462e+01 -4.0582 4.945e-05 ***
## hour7:dow4 -1.2861e+02 3.2801e+01 -3.9210 8.820e-05 ***
## hour8:dow4 -1.3111e+02 3.2648e+01 -4.0159 5.921e-05 ***
## hour9:dow4 -1.3824e+02 3.2468e+01 -4.2576 2.066e-05 ***
## hour10:dow4 -1.1236e+02 3.2608e+01 -3.4458 0.0005693 ***
## hour11:dow4 -9.3486e+01 3.2571e+01 -2.8702 0.0041019 **
## hour12:dow4 -4.6111e+00 3.4696e+01 -0.1329 0.8942710
## hour13:dow4 1.0114e+02 4.3213e+01 2.3405 0.0192603 *
## hour14:dow4 1.4626e+02 4.3998e+01 3.3244 0.0008862 ***
## hour15:dow4 1.8414e+02 5.1522e+01 3.5740 0.0003516 ***
## hour16:dow4 1.7639e+02 5.2197e+01 3.3793 0.0007267 ***
## hour17:dow4 1.6776e+02 4.9004e+01 3.4235 0.0006182 ***
## hour18:dow4 1.8439e+02 4.5474e+01 4.0548 5.018e-05 ***
## hour19:dow4 1.8589e+02 5.5452e+01 3.3522 0.0008016 ***
## hour20:dow4 1.8451e+02 5.7815e+01 3.1914 0.0014157 **
## hour21:dow4 1.5626e+02 4.1532e+01 3.7625 0.0001682 ***
## hour22:dow4 1.0664e+02 4.8271e+01 2.2092 0.0271625 *
## hour23:dow4 8.6014e+01 4.0661e+01 2.1154 0.0343950 *
## hour1:dow5 -5.4375e+01 3.4613e+01 -1.5709 0.1162014
## hour2:dow5 -6.0375e+01 3.1110e+01 -1.9407 0.0522965 .
## hour3:dow5 -9.6750e+01 3.0202e+01 -3.2034 0.0013581 **
## hour4:dow5 -1.2013e+02 2.9672e+01 -4.0484 5.157e-05 ***
## hour5:dow5 -1.2613e+02 2.8038e+01 -4.4983 6.850e-06 ***
## hour6:dow5 -1.3838e+02 2.8025e+01 -4.9376 7.908e-07 ***
## hour7:dow5 -1.4150e+02 2.8282e+01 -5.0033 5.637e-07 ***
## hour8:dow5 -1.4100e+02 2.8079e+01 -5.0215 5.126e-07 ***
## hour9:dow5 -1.3312e+02 2.8206e+01 -4.7198 2.361e-06 ***
## hour10:dow5 -1.2325e+02 2.7878e+01 -4.4210 9.824e-06 ***
## hour11:dow5 -9.9500e+01 2.8390e+01 -3.5048 0.0004569 ***
## hour12:dow5 1.7875e+01 3.3063e+01 0.5406 0.5887650
## hour13:dow5 1.0388e+02 3.6296e+01 2.8619 0.0042116 **
## hour14:dow5 1.4888e+02 4.8934e+01 3.0424 0.0023472 **
## hour15:dow5 1.7100e+02 4.8568e+01 3.5208 0.0004302 ***
## hour16:dow5 1.7287e+02 4.9536e+01 3.4899 0.0004832 ***
## hour17:dow5 1.7112e+02 5.2250e+01 3.2751 0.0010562 **
## hour18:dow5 1.9125e+02 4.7725e+01 4.0073 6.141e-05 ***
## hour19:dow5 1.8513e+02 5.0438e+01 3.6704 0.0002422 ***
## hour20:dow5 1.3763e+02 6.5209e+01 2.1105 0.0348129 *
## hour21:dow5 7.8875e+01 7.5198e+01 1.0489 0.2942274
## hour22:dow5 2.7000e+01 7.3819e+01 0.3658 0.7145454
## hour23:dow5 6.5375e+01 3.9535e+01 1.6536 0.0982134 .
## hour1:dow6 -6.3125e+01 3.3148e+01 -1.9043 0.0568664 .
## hour2:dow6 -6.6375e+01 3.0671e+01 -2.1641 0.0304593 *
## hour3:dow6 -9.6375e+01 2.9937e+01 -3.2192 0.0012854 **
## hour4:dow6 -1.0162e+02 2.9218e+01 -3.4782 0.0005049 ***
## hour5:dow6 -1.1600e+02 2.7662e+01 -4.1935 2.747e-05 ***
## hour6:dow6 -1.3375e+02 2.7939e+01 -4.7873 1.691e-06 ***
## hour7:dow6 -1.3562e+02 2.8083e+01 -4.8294 1.370e-06 ***
## hour8:dow6 -1.3425e+02 2.7916e+01 -4.8091 1.516e-06 ***
## hour9:dow6 -1.3425e+02 2.7999e+01 -4.7949 1.628e-06 ***
## hour10:dow6 -1.1675e+02 2.7672e+01 -4.2191 2.453e-05 ***
## hour11:dow6 -9.4875e+01 2.8548e+01 -3.3233 0.0008896 ***
## hour12:dow6 9.2500e+00 3.2080e+01 0.2883 0.7730834
## hour13:dow6 9.7875e+01 3.4115e+01 2.8690 0.0041177 **
## hour14:dow6 1.5000e+02 4.3828e+01 3.4225 0.0006206 ***
## hour15:dow6 1.4038e+02 6.0670e+01 2.3138 0.0206813 *
## hour16:dow6 1.7063e+02 5.6923e+01 2.9975 0.0027222 **
## hour17:dow6 1.6188e+02 5.9039e+01 2.7418 0.0061095 **
## hour18:dow6 1.9813e+02 4.6681e+01 4.2443 2.193e-05 ***
## hour19:dow6 1.6938e+02 5.4288e+01 3.1200 0.0018088 **
## hour20:dow6 1.5750e+02 5.5150e+01 2.8559 0.0042921 **
## hour21:dow6 8.0000e+01 4.8332e+01 1.6552 0.0978778 .
## hour22:dow6 4.5875e+01 5.1793e+01 0.8857 0.3757592
## hour23:dow6 2.7250e+01 4.4347e+01 0.6145 0.5388997
## hour1:dow7 -5.1000e+01 3.6685e+01 -1.3902 0.1644584
## hour2:dow7 -2.8625e+01 3.2071e+01 -0.8926 0.3720947
## hour3:dow7 -2.9125e+01 2.9806e+01 -0.9771 0.3285014
## hour4:dow7 -2.9125e+01 3.1632e+01 -0.9207 0.3571901
## hour5:dow7 -3.1375e+01 2.9646e+01 -1.0583 0.2899104
## hour6:dow7 -5.7250e+01 2.8549e+01 -2.0053 0.0449281 *
## hour7:dow7 -6.0875e+01 2.8887e+01 -2.1073 0.0350887 *
## hour8:dow7 -5.2625e+01 2.8819e+01 -1.8260 0.0678453 .
## hour9:dow7 -6.2375e+01 2.8620e+01 -2.1794 0.0293016 *
## hour10:dow7 -5.5125e+01 2.8603e+01 -1.9272 0.0539514 .
## hour11:dow7 -4.3500e+01 2.8983e+01 -1.5009 0.1333803
## hour12:dow7 2.5000e-01 3.2550e+01 0.0077 0.9938720
## hour13:dow7 4.0375e+01 3.8240e+01 1.0558 0.2910474
## hour14:dow7 6.1500e+01 4.4000e+01 1.3977 0.1621945
## hour15:dow7 5.5250e+01 5.0750e+01 1.0887 0.2762985
## hour16:dow7 3.2375e+01 4.7166e+01 0.6864 0.4924597
## hour17:dow7 4.6375e+01 4.7332e+01 0.9798 0.3271917
## hour18:dow7 3.5000e+01 4.5937e+01 0.7619 0.4461130
## hour19:dow7 1.9375e+01 4.9240e+01 0.3935 0.6939668
## hour20:dow7 -8.0000e+00 4.6412e+01 -0.1724 0.8631460
## hour21:dow7 -2.6875e+01 4.1157e+01 -0.6530 0.5137644
## hour22:dow7 -2.6375e+01 4.1292e+01 -0.6387 0.5229932
## hour23:dow7 -1.9000e+01 4.0641e+01 -0.4675 0.6401404
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Call:
## glm(formula = form, data = df)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -377.80 -21.85 17.72 39.98 93.18
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -100.03223 10.22243 -9.786 < 2e-16 ***
## lin1 -0.49274 0.10492 -4.696 3.88e-06 ***
## lin2 0.09571 0.10399 0.920 0.35805
## postchange 46.65172 14.37166 3.246 0.00129 **
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for gaussian family taken to be 4349.848)
##
## Null deviance: 1562475 on 336 degrees of freedom
## Residual deviance: 1448499 on 333 degrees of freedom
## AIC: 3785.7
##
## Number of Fisher Scoring iterations: 2
##
##
## z test of coefficients:
##
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) -100.032226 14.230653 -7.0293 2.075e-12 ***
## lin1 -0.492739 0.120065 -4.1039 4.062e-05 ***
## lin2 0.095711 0.082319 1.1627 0.244958
## postchange 46.651717 17.597600 2.6510 0.008025 **
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [1] "10 Regression for rate_wincall model2 on 2016-08-17/red/0-30%"
##
## Call:
## glm(formula = form, data = df)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -0.0033741 -0.0004496 -0.0001664 0.0001107 0.0066402
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## hour0 4.950e-03 3.406e-04 14.536 < 2e-16 ***
## hour1 4.287e-03 3.406e-04 12.587 < 2e-16 ***
## hour2 3.438e-03 3.406e-04 10.094 < 2e-16 ***
## hour3 2.720e-03 3.406e-04 7.988 3.25e-15 ***
## hour4 1.913e-03 3.406e-04 5.618 2.41e-08 ***
## hour5 1.551e-03 3.406e-04 4.553 5.84e-06 ***
## hour6 1.123e-03 3.406e-04 3.298 0.001001 **
## hour7 9.622e-04 3.406e-04 2.825 0.004804 **
## hour8 6.954e-04 3.406e-04 2.042 0.041381 *
## hour9 7.099e-04 3.406e-04 2.084 0.037337 *
## hour10 7.350e-04 3.406e-04 2.158 0.031123 *
## hour11 1.070e-03 3.406e-04 3.142 0.001718 **
## hour12 1.575e-03 3.406e-04 4.626 4.15e-06 ***
## hour13 2.411e-03 3.406e-04 7.080 2.48e-12 ***
## hour14 3.087e-03 3.406e-04 9.065 < 2e-16 ***
## hour15 3.488e-03 3.406e-04 10.243 < 2e-16 ***
## hour16 4.039e-03 3.406e-04 11.860 < 2e-16 ***
## hour17 4.331e-03 3.406e-04 12.716 < 2e-16 ***
## hour18 4.705e-03 3.406e-04 13.817 < 2e-16 ***
## hour19 4.813e-03 3.406e-04 14.131 < 2e-16 ***
## hour20 4.874e-03 3.406e-04 14.311 < 2e-16 ***
## hour21 4.941e-03 3.406e-04 14.510 < 2e-16 ***
## hour22 4.625e-03 3.406e-04 13.579 < 2e-16 ***
## hour23 4.238e-03 3.406e-04 12.445 < 2e-16 ***
## dow2 -1.429e-03 4.816e-04 -2.966 0.003078 **
## dow3 -4.006e-05 4.816e-04 -0.083 0.933718
## dow4 -2.468e-04 4.681e-04 -0.527 0.598128
## dow5 1.659e-04 4.816e-04 0.344 0.730536
## dow6 1.132e-04 4.816e-04 0.235 0.814261
## dow7 1.103e-03 4.816e-04 2.290 0.022184 *
## hour1:dow2 -5.150e-05 6.811e-04 -0.076 0.939741
## hour2:dow2 4.025e-04 6.811e-04 0.591 0.554716
## hour3:dow2 5.940e-04 6.811e-04 0.872 0.383309
## hour4:dow2 7.834e-04 6.811e-04 1.150 0.250335
## hour5:dow2 9.184e-04 6.811e-04 1.348 0.177825
## hour6:dow2 1.006e-03 6.811e-04 1.478 0.139788
## hour7:dow2 1.042e-03 6.811e-04 1.530 0.126370
## hour8:dow2 1.186e-03 6.811e-04 1.741 0.081969 .
## hour9:dow2 1.152e-03 6.811e-04 1.691 0.091162 .
## hour10:dow2 1.247e-03 6.811e-04 1.831 0.067314 .
## hour11:dow2 1.005e-03 6.811e-04 1.476 0.140185
## hour12:dow2 8.458e-04 6.811e-04 1.242 0.214582
## hour13:dow2 6.751e-04 6.811e-04 0.991 0.321820
## hour14:dow2 5.468e-04 6.811e-04 0.803 0.422223
## hour15:dow2 7.445e-04 6.811e-04 1.093 0.274631
## hour16:dow2 7.612e-04 6.811e-04 1.118 0.264004
## hour17:dow2 8.922e-04 6.811e-04 1.310 0.190476
## hour18:dow2 9.006e-04 6.811e-04 1.322 0.186333
## hour19:dow2 9.574e-04 6.811e-04 1.406 0.160118
## hour20:dow2 1.130e-03 6.811e-04 1.658 0.097516 .
## hour21:dow2 1.434e-03 6.811e-04 2.105 0.035462 *
## hour22:dow2 2.044e-03 6.811e-04 3.002 0.002742 **
## hour23:dow2 2.473e-03 6.811e-04 3.630 0.000295 ***
## hour1:dow3 -3.335e-04 6.811e-04 -0.490 0.624522
## hour2:dow3 -1.990e-04 6.811e-04 -0.292 0.770252
## hour3:dow3 -1.074e-04 6.811e-04 -0.158 0.874719
## hour4:dow3 2.091e-04 6.811e-04 0.307 0.758877
## hour5:dow3 -2.192e-04 6.811e-04 -0.322 0.747605
## hour6:dow3 -3.307e-04 6.811e-04 -0.486 0.627352
## hour7:dow3 -3.459e-04 6.811e-04 -0.508 0.611660
## hour8:dow3 -1.973e-04 6.811e-04 -0.290 0.772119
## hour9:dow3 -2.157e-04 6.811e-04 -0.317 0.751553
## hour10:dow3 -1.289e-04 6.811e-04 -0.189 0.849933
## hour11:dow3 -1.964e-04 6.811e-04 -0.288 0.773172
## hour12:dow3 -2.333e-04 6.811e-04 -0.342 0.732073
## hour13:dow3 -3.770e-04 6.811e-04 -0.554 0.579994
## hour14:dow3 -4.877e-04 6.811e-04 -0.716 0.474096
## hour15:dow3 -4.878e-04 6.811e-04 -0.716 0.474011
## hour16:dow3 -4.238e-04 6.811e-04 -0.622 0.533979
## hour17:dow3 -3.706e-04 6.811e-04 -0.544 0.586523
## hour18:dow3 -4.871e-04 6.811e-04 -0.715 0.474706
## hour19:dow3 -4.405e-04 6.811e-04 -0.647 0.517905
## hour20:dow3 -1.578e-04 6.811e-04 -0.232 0.816822
## hour21:dow3 1.538e-04 6.811e-04 0.226 0.821442
## hour22:dow3 1.249e-03 6.811e-04 1.833 0.067045 .
## hour23:dow3 1.974e-03 6.811e-04 2.898 0.003826 **
## hour1:dow4 2.486e-05 6.716e-04 0.037 0.970475
## hour2:dow4 6.632e-05 6.716e-04 0.099 0.921351
## hour3:dow4 2.710e-04 6.716e-04 0.404 0.686629
## hour4:dow4 3.499e-04 6.716e-04 0.521 0.602443
## hour5:dow4 4.879e-05 6.716e-04 0.073 0.942103
## hour6:dow4 -5.029e-06 6.716e-04 -0.007 0.994027
## hour7:dow4 -4.866e-05 6.716e-04 -0.072 0.942251
## hour8:dow4 1.079e-04 6.716e-04 0.161 0.872390
## hour9:dow4 4.608e-05 6.716e-04 0.069 0.945316
## hour10:dow4 1.528e-04 6.716e-04 0.227 0.820089
## hour11:dow4 1.948e-04 6.716e-04 0.290 0.771802
## hour12:dow4 2.915e-04 6.716e-04 0.434 0.664301
## hour13:dow4 1.959e-04 6.716e-04 0.292 0.770600
## hour14:dow4 5.914e-05 6.716e-04 0.088 0.929847
## hour15:dow4 4.798e-05 6.716e-04 0.071 0.943055
## hour16:dow4 2.949e-05 6.716e-04 0.044 0.964987
## hour17:dow4 5.862e-05 6.716e-04 0.087 0.930460
## hour18:dow4 -1.563e-04 6.716e-04 -0.233 0.816036
## hour19:dow4 2.458e-05 6.716e-04 0.037 0.970817
## hour20:dow4 2.399e-04 6.716e-04 0.357 0.721039
## hour21:dow4 6.791e-04 6.716e-04 1.011 0.312137
## hour22:dow4 1.256e-03 6.716e-04 1.870 0.061724 .
## hour23:dow4 1.668e-03 6.716e-04 2.484 0.013136 *
## hour1:dow5 -4.127e-04 6.811e-04 -0.606 0.544740
## hour2:dow5 -1.246e-04 6.811e-04 -0.183 0.854886
## hour3:dow5 -2.358e-04 6.811e-04 -0.346 0.729208
## hour4:dow5 -5.110e-05 6.811e-04 -0.075 0.940215
## hour5:dow5 -2.821e-04 6.811e-04 -0.414 0.678862
## hour6:dow5 -3.845e-04 6.811e-04 -0.565 0.572513
## hour7:dow5 -4.974e-04 6.811e-04 -0.730 0.465374
## hour8:dow5 -3.390e-04 6.811e-04 -0.498 0.618836
## hour9:dow5 -2.743e-04 6.811e-04 -0.403 0.687238
## hour10:dow5 -3.158e-04 6.811e-04 -0.464 0.642944
## hour11:dow5 -3.528e-04 6.811e-04 -0.518 0.604601
## hour12:dow5 -3.563e-04 6.811e-04 -0.523 0.600999
## hour13:dow5 -5.452e-04 6.811e-04 -0.800 0.423616
## hour14:dow5 -7.387e-04 6.811e-04 -1.085 0.278352
## hour15:dow5 -6.814e-04 6.811e-04 -1.000 0.317291
## hour16:dow5 -7.303e-04 6.811e-04 -1.072 0.283858
## hour17:dow5 -7.509e-04 6.811e-04 -1.102 0.270530
## hour18:dow5 -7.381e-04 6.811e-04 -1.084 0.278726
## hour19:dow5 -6.698e-04 6.811e-04 -0.983 0.325656
## hour20:dow5 -7.238e-04 6.811e-04 -1.063 0.288158
## hour21:dow5 -5.258e-04 6.811e-04 -0.772 0.440339
## hour22:dow5 3.208e-05 6.811e-04 0.047 0.962448
## hour23:dow5 1.060e-03 6.811e-04 1.556 0.119902
## hour1:dow6 -1.321e-04 6.811e-04 -0.194 0.846303
## hour2:dow6 -1.749e-04 6.811e-04 -0.257 0.797418
## hour3:dow6 1.460e-06 6.811e-04 0.002 0.998290
## hour4:dow6 3.834e-04 6.811e-04 0.563 0.573613
## hour5:dow6 5.870e-05 6.811e-04 0.086 0.931335
## hour6:dow6 -2.700e-04 6.811e-04 -0.396 0.691865
## hour7:dow6 -2.966e-04 6.811e-04 -0.435 0.663299
## hour8:dow6 -1.408e-04 6.811e-04 -0.207 0.836316
## hour9:dow6 -2.351e-04 6.811e-04 -0.345 0.730088
## hour10:dow6 -1.504e-04 6.811e-04 -0.221 0.825257
## hour11:dow6 -2.517e-04 6.811e-04 -0.369 0.711837
## hour12:dow6 -2.252e-04 6.811e-04 -0.331 0.741000
## hour13:dow6 -2.504e-04 6.811e-04 -0.368 0.713251
## hour14:dow6 -4.425e-04 6.811e-04 -0.650 0.516023
## hour15:dow6 -3.031e-04 6.811e-04 -0.445 0.656393
## hour16:dow6 -2.417e-04 6.811e-04 -0.355 0.722731
## hour17:dow6 -1.619e-04 6.811e-04 -0.238 0.812114
## hour18:dow6 -5.516e-05 6.811e-04 -0.081 0.935463
## hour19:dow6 -4.140e-04 6.811e-04 -0.608 0.543419
## hour20:dow6 -2.972e-04 6.811e-04 -0.436 0.662684
## hour21:dow6 8.371e-06 6.811e-04 0.012 0.990196
## hour22:dow6 1.228e-03 6.811e-04 1.804 0.071557 .
## hour23:dow6 2.026e-03 6.811e-04 2.975 0.002991 **
## hour1:dow7 -1.184e-04 6.811e-04 -0.174 0.862034
## hour2:dow7 -5.267e-05 6.811e-04 -0.077 0.938380
## hour3:dow7 -1.599e-04 6.811e-04 -0.235 0.814439
## hour4:dow7 -1.472e-05 6.811e-04 -0.022 0.982760
## hour5:dow7 -3.993e-04 6.811e-04 -0.586 0.557789
## hour6:dow7 -5.958e-04 6.811e-04 -0.875 0.381908
## hour7:dow7 -9.266e-04 6.811e-04 -1.360 0.173952
## hour8:dow7 -8.913e-04 6.811e-04 -1.309 0.190937
## hour9:dow7 -9.600e-04 6.811e-04 -1.409 0.158962
## hour10:dow7 -8.986e-04 6.811e-04 -1.319 0.187357
## hour11:dow7 -8.088e-04 6.811e-04 -1.187 0.235318
## hour12:dow7 -4.933e-04 6.811e-04 -0.724 0.469103
## hour13:dow7 5.109e-05 6.811e-04 0.075 0.940219
## hour14:dow7 4.544e-05 6.811e-04 0.067 0.946822
## hour15:dow7 6.972e-05 6.811e-04 0.102 0.918485
## hour16:dow7 -3.105e-04 6.811e-04 -0.456 0.648538
## hour17:dow7 -1.086e-04 6.811e-04 -0.159 0.873329
## hour18:dow7 -1.978e-04 6.811e-04 -0.290 0.771550
## hour19:dow7 -1.021e-04 6.811e-04 -0.150 0.880904
## hour20:dow7 -1.976e-05 6.811e-04 -0.029 0.976858
## hour21:dow7 -2.146e-04 6.811e-04 -0.315 0.752824
## hour22:dow7 1.278e-04 6.811e-04 0.188 0.851191
## hour23:dow7 2.112e-04 6.811e-04 0.310 0.756613
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for gaussian family taken to be 9.27882e-07)
##
## Null deviance: 0.0172155 on 1345 degrees of freedom
## Residual deviance: 0.0010921 on 1177 degrees of freedom
## AIC: -14707
##
## Number of Fisher Scoring iterations: 2
##
##
## z test of coefficients:
##
## Estimate Std. Error z value Pr(>|z|)
## hour0 4.9504e-03 3.8415e-04 12.8866 < 2.2e-16 ***
## hour1 4.2867e-03 2.4103e-04 17.7847 < 2.2e-16 ***
## hour2 3.4377e-03 1.8224e-04 18.8636 < 2.2e-16 ***
## hour3 2.7203e-03 1.1964e-04 22.7382 < 2.2e-16 ***
## hour4 1.9133e-03 1.4637e-04 13.0718 < 2.2e-16 ***
## hour5 1.5505e-03 1.4602e-04 10.6187 < 2.2e-16 ***
## hour6 1.1233e-03 5.2963e-05 21.2101 < 2.2e-16 ***
## hour7 9.6218e-04 1.0729e-04 8.9682 < 2.2e-16 ***
## hour8 6.9541e-04 7.4480e-05 9.3368 < 2.2e-16 ***
## hour9 7.0988e-04 5.5589e-05 12.7703 < 2.2e-16 ***
## hour10 7.3497e-04 4.4843e-05 16.3899 < 2.2e-16 ***
## hour11 1.0702e-03 7.6096e-05 14.0634 < 2.2e-16 ***
## hour12 1.5753e-03 1.3370e-04 11.7825 < 2.2e-16 ***
## hour13 2.4111e-03 1.6665e-04 14.4682 < 2.2e-16 ***
## hour14 3.0871e-03 2.4084e-04 12.8180 < 2.2e-16 ***
## hour15 3.4884e-03 2.1411e-04 16.2924 < 2.2e-16 ***
## hour16 4.0391e-03 2.7812e-04 14.5226 < 2.2e-16 ***
## hour17 4.3307e-03 3.4149e-04 12.6817 < 2.2e-16 ***
## hour18 4.7055e-03 3.1867e-04 14.7658 < 2.2e-16 ***
## hour19 4.8125e-03 3.1927e-04 15.0734 < 2.2e-16 ***
## hour20 4.8738e-03 3.9686e-04 12.2809 < 2.2e-16 ***
## hour21 4.9414e-03 3.2435e-04 15.2351 < 2.2e-16 ***
## hour22 4.6246e-03 2.8531e-04 16.2093 < 2.2e-16 ***
## hour23 4.2383e-03 2.7752e-04 15.2718 < 2.2e-16 ***
## dow2 -1.4285e-03 4.3732e-04 -3.2665 0.0010888 **
## dow3 -4.0065e-05 5.1405e-04 -0.0779 0.9378766
## dow4 -2.4678e-04 4.5373e-04 -0.5439 0.5865119
## dow5 1.6592e-04 5.4072e-04 0.3069 0.7589575
## dow6 1.1318e-04 5.8747e-04 0.1927 0.8472319
## dow7 1.1031e-03 9.6122e-04 1.1476 0.2511516
## hour1:dow2 -5.1501e-05 5.2336e-04 -0.0984 0.9216108
## hour2:dow2 4.0247e-04 4.9583e-04 0.8117 0.4169645
## hour3:dow2 5.9404e-04 4.6280e-04 1.2836 0.1992884
## hour4:dow2 7.8337e-04 4.6938e-04 1.6689 0.0951299 .
## hour5:dow2 9.1836e-04 4.6627e-04 1.9696 0.0488835 *
## hour6:dow2 1.0064e-03 4.4345e-04 2.2695 0.0232370 *
## hour7:dow2 1.0419e-03 4.5228e-04 2.3036 0.0212428 *
## hour8:dow2 1.1858e-03 4.4424e-04 2.6692 0.0076034 **
## hour9:dow2 1.1516e-03 4.4205e-04 2.6051 0.0091846 **
## hour10:dow2 1.2473e-03 4.4110e-04 2.8278 0.0046869 **
## hour11:dow2 1.0054e-03 4.4947e-04 2.2369 0.0252932 *
## hour12:dow2 8.4578e-04 4.6909e-04 1.8030 0.0713848 .
## hour13:dow2 6.7510e-04 5.0437e-04 1.3385 0.1807332
## hour14:dow2 5.4685e-04 5.5094e-04 0.9926 0.3209179
## hour15:dow2 7.4446e-04 5.7427e-04 1.2963 0.1948562
## hour16:dow2 7.6117e-04 5.8778e-04 1.2950 0.1953251
## hour17:dow2 8.9223e-04 6.4953e-04 1.3737 0.1695484
## hour18:dow2 9.0065e-04 6.4353e-04 1.3995 0.1616528
## hour19:dow2 9.5737e-04 6.2611e-04 1.5291 0.1262470
## hour20:dow2 1.1295e-03 6.9233e-04 1.6315 0.1027821
## hour21:dow2 1.4341e-03 6.0901e-04 2.3548 0.0185333 *
## hour22:dow2 2.0445e-03 6.2475e-04 3.2725 0.0010660 **
## hour23:dow2 2.4728e-03 6.5614e-04 3.7687 0.0001641 ***
## hour1:dow3 -3.3347e-04 6.5893e-04 -0.5061 0.6128019
## hour2:dow3 -1.9897e-04 5.9242e-04 -0.3359 0.7369784
## hour3:dow3 -1.0742e-04 5.5246e-04 -0.1944 0.8458391
## hour4:dow3 2.0913e-04 5.9216e-04 0.3532 0.7239684
## hour5:dow3 -2.1924e-04 5.4075e-04 -0.4054 0.6851574
## hour6:dow3 -3.3075e-04 5.2093e-04 -0.6349 0.5254813
## hour7:dow3 -3.4591e-04 5.2692e-04 -0.6565 0.5115228
## hour8:dow3 -1.9730e-04 5.2303e-04 -0.3772 0.7059974
## hour9:dow3 -2.1569e-04 5.1841e-04 -0.4161 0.6773640
## hour10:dow3 -1.2890e-04 5.2084e-04 -0.2475 0.8045321
## hour11:dow3 -1.9637e-04 5.3042e-04 -0.3702 0.7112291
## hour12:dow3 -2.3325e-04 5.5809e-04 -0.4180 0.6759836
## hour13:dow3 -3.7704e-04 5.8203e-04 -0.6478 0.5171172
## hour14:dow3 -4.8773e-04 6.3798e-04 -0.7645 0.4445743
## hour15:dow3 -4.8783e-04 6.4104e-04 -0.7610 0.4466622
## hour16:dow3 -4.2375e-04 6.8437e-04 -0.6192 0.5357969
## hour17:dow3 -3.7056e-04 6.9251e-04 -0.5351 0.5925876
## hour18:dow3 -4.8706e-04 6.7581e-04 -0.7207 0.4710905
## hour19:dow3 -4.4054e-04 6.8889e-04 -0.6395 0.5225024
## hour20:dow3 -1.5781e-04 7.1358e-04 -0.2211 0.8249757
## hour21:dow3 1.5376e-04 6.8112e-04 0.2257 0.8213986
## hour22:dow3 1.2486e-03 7.7694e-04 1.6070 0.1080466
## hour23:dow3 1.9739e-03 1.1621e-03 1.6985 0.0894045 .
## hour1:dow4 2.4863e-05 6.0246e-04 0.0413 0.9670816
## hour2:dow4 6.6323e-05 5.5909e-04 0.1186 0.9055720
## hour3:dow4 2.7102e-04 5.1928e-04 0.5219 0.6017350
## hour4:dow4 3.4993e-04 5.0624e-04 0.6912 0.4894238
## hour5:dow4 4.8787e-05 4.8994e-04 0.0996 0.9206798
## hour6:dow4 -5.0287e-06 4.6418e-04 -0.0108 0.9913563
## hour7:dow4 -4.8662e-05 4.7052e-04 -0.1034 0.9176283
## hour8:dow4 1.0790e-04 4.6282e-04 0.2331 0.8156569
## hour9:dow4 4.6075e-05 4.5855e-04 0.1005 0.9199642
## hour10:dow4 1.5278e-04 4.5673e-04 0.3345 0.7380018
## hour11:dow4 1.9482e-04 4.7259e-04 0.4122 0.6801578
## hour12:dow4 2.9154e-04 4.9888e-04 0.5844 0.5589646
## hour13:dow4 1.9588e-04 5.2491e-04 0.3732 0.7090252
## hour14:dow4 5.9139e-05 5.6869e-04 0.1040 0.9171762
## hour15:dow4 4.7983e-05 5.4141e-04 0.0886 0.9293792
## hour16:dow4 2.9487e-05 6.0713e-04 0.0486 0.9612638
## hour17:dow4 5.8621e-05 6.4438e-04 0.0910 0.9275144
## hour18:dow4 -1.5628e-04 6.2392e-04 -0.2505 0.8022138
## hour19:dow4 2.4575e-05 6.7591e-04 0.0364 0.9709962
## hour20:dow4 2.3987e-04 7.1425e-04 0.3358 0.7369987
## hour21:dow4 6.7911e-04 6.6770e-04 1.0171 0.3091075
## hour22:dow4 1.2559e-03 6.3766e-04 1.9696 0.0488844 *
## hour23:dow4 1.6681e-03 6.6376e-04 2.5132 0.0119648 *
## hour1:dow5 -4.1265e-04 6.7541e-04 -0.6110 0.5412221
## hour2:dow5 -1.2460e-04 6.3087e-04 -0.1975 0.8434359
## hour3:dow5 -2.3585e-04 5.9243e-04 -0.3981 0.6905528
## hour4:dow5 -5.1096e-05 6.2091e-04 -0.0823 0.9344154
## hour5:dow5 -2.8207e-04 5.8418e-04 -0.4828 0.6292027
## hour6:dow5 -3.8451e-04 5.4931e-04 -0.7000 0.4839398
## hour7:dow5 -4.9741e-04 5.5288e-04 -0.8997 0.3682989
## hour8:dow5 -3.3895e-04 5.4770e-04 -0.6189 0.5360063
## hour9:dow5 -2.7430e-04 5.4641e-04 -0.5020 0.6156669
## hour10:dow5 -3.1585e-04 5.4341e-04 -0.5812 0.5610857
## hour11:dow5 -3.5278e-04 5.5519e-04 -0.6354 0.5251495
## hour12:dow5 -3.5630e-04 5.7700e-04 -0.6175 0.5368973
## hour13:dow5 -5.4521e-04 6.1033e-04 -0.8933 0.3716989
## hour14:dow5 -7.3871e-04 6.6047e-04 -1.1185 0.2633686
## hour15:dow5 -6.8145e-04 6.6194e-04 -1.0295 0.3032590
## hour16:dow5 -7.3030e-04 6.8773e-04 -1.0619 0.2882794
## hour17:dow5 -7.5085e-04 7.5227e-04 -0.9981 0.3182257
## hour18:dow5 -7.3813e-04 7.5085e-04 -0.9831 0.3255758
## hour19:dow5 -6.6977e-04 7.3849e-04 -0.9069 0.3644370
## hour20:dow5 -7.2381e-04 8.1868e-04 -0.8841 0.3766360
## hour21:dow5 -5.2575e-04 8.7463e-04 -0.6011 0.5477627
## hour22:dow5 3.2076e-05 9.4860e-04 0.0338 0.9730255
## hour23:dow5 1.0601e-03 8.1200e-04 1.3055 0.1917250
## hour1:dow6 -1.3206e-04 8.0518e-04 -0.1640 0.8697229
## hour2:dow6 -1.7488e-04 7.0321e-04 -0.2487 0.8036035
## hour3:dow6 1.4604e-06 6.6804e-04 0.0022 0.9982557
## hour4:dow6 3.8341e-04 6.9687e-04 0.5502 0.5821933
## hour5:dow6 5.8703e-05 6.7049e-04 0.0876 0.9302329
## hour6:dow6 -2.7002e-04 6.0412e-04 -0.4470 0.6549069
## hour7:dow6 -2.9661e-04 6.0769e-04 -0.4881 0.6254800
## hour8:dow6 -1.4076e-04 5.9994e-04 -0.2346 0.8145023
## hour9:dow6 -2.3505e-04 5.9290e-04 -0.3964 0.6917767
## hour10:dow6 -1.5042e-04 5.9688e-04 -0.2520 0.8010332
## hour11:dow6 -2.5166e-04 6.1564e-04 -0.4088 0.6826996
## hour12:dow6 -2.2519e-04 6.3759e-04 -0.3532 0.7239491
## hour13:dow6 -2.5037e-04 6.9183e-04 -0.3619 0.7174277
## hour14:dow6 -4.4252e-04 7.2311e-04 -0.6120 0.5405602
## hour15:dow6 -3.0311e-04 8.3375e-04 -0.3636 0.7161908
## hour16:dow6 -2.4173e-04 8.3495e-04 -0.2895 0.7721875
## hour17:dow6 -1.6194e-04 9.0940e-04 -0.1781 0.8586644
## hour18:dow6 -5.5165e-05 9.1797e-04 -0.0601 0.9520802
## hour19:dow6 -4.1401e-04 7.3000e-04 -0.5671 0.5706210
## hour20:dow6 -2.9719e-04 7.6241e-04 -0.3898 0.6966820
## hour21:dow6 8.3714e-06 7.3182e-04 0.0114 0.9908730
## hour22:dow6 1.2285e-03 1.0462e-03 1.1742 0.2403329
## hour23:dow6 2.0263e-03 1.1154e-03 1.8166 0.0692838 .
## hour1:dow7 -1.1840e-04 1.3705e-03 -0.0864 0.9311551
## hour2:dow7 -5.2667e-05 1.2595e-03 -0.0418 0.9666461
## hour3:dow7 -1.5990e-04 1.1377e-03 -0.1405 0.8882308
## hour4:dow7 -1.4722e-05 1.2308e-03 -0.0120 0.9904562
## hour5:dow7 -3.9935e-04 1.0976e-03 -0.3638 0.7159905
## hour6:dow7 -5.9580e-04 1.0094e-03 -0.5902 0.5550375
## hour7:dow7 -9.2664e-04 9.9374e-04 -0.9325 0.3510893
## hour8:dow7 -8.9131e-04 9.7522e-04 -0.9140 0.3607414
## hour9:dow7 -9.6003e-04 9.7363e-04 -0.9860 0.3241159
## hour10:dow7 -8.9855e-04 9.7120e-04 -0.9252 0.3548613
## hour11:dow7 -8.0876e-04 9.8222e-04 -0.8234 0.4102787
## hour12:dow7 -4.9326e-04 1.0036e-03 -0.4915 0.6230791
## hour13:dow7 5.1092e-05 1.0636e-03 0.0480 0.9616872
## hour14:dow7 4.5440e-05 1.1174e-03 0.0407 0.9675620
## hour15:dow7 6.9724e-05 1.0863e-03 0.0642 0.9488238
## hour16:dow7 -3.1054e-04 1.1067e-03 -0.2806 0.7790284
## hour17:dow7 -1.0862e-04 1.1159e-03 -0.0973 0.9224576
## hour18:dow7 -1.9781e-04 1.0934e-03 -0.1809 0.8564388
## hour19:dow7 -1.0207e-04 1.0963e-03 -0.0931 0.9258222
## hour20:dow7 -1.9763e-05 1.1357e-03 -0.0174 0.9861156
## hour21:dow7 -2.1455e-04 1.1089e-03 -0.1935 0.8465778
## hour22:dow7 1.2781e-04 1.0834e-03 0.1180 0.9060913
## hour23:dow7 2.1115e-04 1.0664e-03 0.1980 0.8430445
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Call:
## glm(formula = form, data = df)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -1.309e-03 -1.654e-04 4.243e-05 2.113e-04 1.514e-03
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -1.379e-04 4.992e-05 -2.762 0.00606 **
## lin1 1.153e-06 5.123e-07 2.251 0.02503 *
## lin2 -3.292e-07 5.078e-07 -0.648 0.51722
## postchange -1.513e-04 7.018e-05 -2.156 0.03179 *
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for gaussian family taken to be 1.037187e-07)
##
## Null deviance: 3.5667e-05 on 336 degrees of freedom
## Residual deviance: 3.4538e-05 on 333 degrees of freedom
## AIC: -4457.2
##
## Number of Fisher Scoring iterations: 2
##
##
## z test of coefficients:
##
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) -1.3788e-04 4.6629e-05 -2.9569 0.003107 **
## lin1 1.1534e-06 4.2629e-07 2.7056 0.006819 **
## lin2 -3.2922e-07 4.0874e-07 -0.8055 0.420553
## postchange -1.5131e-04 6.1560e-05 -2.4579 0.013975 *
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [1] "11 Regression for rate_wincall model2 on 2016-09-1/red/30-50%"
##
## Call:
## glm(formula = form, data = df)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -0.0028833 -0.0001550 -0.0000131 0.0001410 0.0067651
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## hour0 4.526e-03 1.509e-04 29.987 < 2e-16 ***
## hour1 4.108e-03 1.509e-04 27.219 < 2e-16 ***
## hour2 3.197e-03 1.509e-04 21.180 < 2e-16 ***
## hour3 2.591e-03 1.509e-04 17.167 < 2e-16 ***
## hour4 1.830e-03 1.509e-04 12.126 < 2e-16 ***
## hour5 1.357e-03 1.509e-04 8.993 < 2e-16 ***
## hour6 1.058e-03 1.509e-04 7.010 4.01e-12 ***
## hour7 8.361e-04 1.509e-04 5.540 3.73e-08 ***
## hour8 6.560e-04 1.509e-04 4.347 1.50e-05 ***
## hour9 6.877e-04 1.509e-04 4.557 5.74e-06 ***
## hour10 6.708e-04 1.509e-04 4.445 9.64e-06 ***
## hour11 9.644e-04 1.509e-04 6.390 2.38e-10 ***
## hour12 1.424e-03 1.509e-04 9.434 < 2e-16 ***
## hour13 2.300e-03 1.509e-04 15.242 < 2e-16 ***
## hour14 2.835e-03 1.509e-04 18.782 < 2e-16 ***
## hour15 3.347e-03 1.509e-04 22.178 < 2e-16 ***
## hour16 3.777e-03 1.509e-04 25.025 < 2e-16 ***
## hour17 4.015e-03 1.509e-04 26.606 < 2e-16 ***
## hour18 4.332e-03 1.509e-04 28.704 < 2e-16 ***
## hour19 4.495e-03 1.509e-04 29.784 < 2e-16 ***
## hour20 4.549e-03 1.509e-04 30.143 < 2e-16 ***
## hour21 4.599e-03 1.509e-04 30.473 < 2e-16 ***
## hour22 4.370e-03 1.509e-04 28.953 < 2e-16 ***
## hour23 3.898e-03 1.509e-04 25.830 < 2e-16 ***
## dow2 -1.233e-03 2.134e-04 -5.776 9.77e-09 ***
## dow3 1.110e-04 2.134e-04 0.520 0.603045
## dow4 5.344e-06 2.134e-04 0.025 0.980029
## dow5 4.725e-05 2.074e-04 0.228 0.819831
## dow6 -4.727e-05 2.134e-04 -0.221 0.824771
## dow7 2.910e-04 2.134e-04 1.363 0.173026
## hour1:dow2 -1.739e-04 3.018e-04 -0.576 0.564738
## hour2:dow2 2.195e-04 3.018e-04 0.727 0.467317
## hour3:dow2 4.542e-04 3.018e-04 1.505 0.132700
## hour4:dow2 5.811e-04 3.018e-04 1.925 0.054433 .
## hour5:dow2 8.449e-04 3.018e-04 2.799 0.005210 **
## hour6:dow2 8.418e-04 3.018e-04 2.789 0.005376 **
## hour7:dow2 9.102e-04 3.018e-04 3.015 0.002621 **
## hour8:dow2 9.976e-04 3.018e-04 3.305 0.000979 ***
## hour9:dow2 9.761e-04 3.018e-04 3.234 0.001255 **
## hour10:dow2 1.067e-03 3.018e-04 3.536 0.000422 ***
## hour11:dow2 8.544e-04 3.018e-04 2.831 0.004724 **
## hour12:dow2 6.995e-04 3.018e-04 2.317 0.020655 *
## hour13:dow2 3.549e-04 3.018e-04 1.176 0.239969
## hour14:dow2 3.028e-04 3.018e-04 1.003 0.315955
## hour15:dow2 3.268e-04 3.018e-04 1.083 0.279183
## hour16:dow2 5.095e-04 3.018e-04 1.688 0.091667 .
## hour17:dow2 6.520e-04 3.018e-04 2.160 0.030976 *
## hour18:dow2 6.687e-04 3.018e-04 2.216 0.026915 *
## hour19:dow2 7.269e-04 3.018e-04 2.408 0.016183 *
## hour20:dow2 8.756e-04 3.018e-04 2.901 0.003791 **
## hour21:dow2 1.352e-03 3.018e-04 4.478 8.28e-06 ***
## hour22:dow2 1.816e-03 3.018e-04 6.015 2.39e-09 ***
## hour23:dow2 2.291e-03 3.018e-04 7.591 6.45e-14 ***
## hour1:dow3 -5.915e-04 3.018e-04 -1.960 0.050270 .
## hour2:dow3 -3.090e-04 3.018e-04 -1.024 0.306228
## hour3:dow3 -2.203e-04 3.018e-04 -0.730 0.465645
## hour4:dow3 -4.214e-05 3.018e-04 -0.140 0.888988
## hour5:dow3 -2.537e-04 3.018e-04 -0.840 0.400846
## hour6:dow3 -4.828e-04 3.018e-04 -1.599 0.109982
## hour7:dow3 -3.830e-04 3.018e-04 -1.269 0.204755
## hour8:dow3 -3.597e-04 3.018e-04 -1.192 0.233621
## hour9:dow3 -3.479e-04 3.018e-04 -1.153 0.249282
## hour10:dow3 -2.244e-04 3.018e-04 -0.743 0.457335
## hour11:dow3 -3.031e-04 3.018e-04 -1.004 0.315481
## hour12:dow3 -2.963e-04 3.018e-04 -0.982 0.326423
## hour13:dow3 -5.795e-04 3.018e-04 -1.920 0.055130 .
## hour14:dow3 -6.507e-04 3.018e-04 -2.156 0.031301 *
## hour15:dow3 -7.025e-04 3.018e-04 -2.327 0.020111 *
## hour16:dow3 -5.769e-04 3.018e-04 -1.911 0.056227 .
## hour17:dow3 -5.112e-04 3.018e-04 -1.694 0.090605 .
## hour18:dow3 -5.066e-04 3.018e-04 -1.678 0.093570 .
## hour19:dow3 -5.289e-04 3.018e-04 -1.752 0.080013 .
## hour20:dow3 -1.744e-04 3.018e-04 -0.578 0.563598
## hour21:dow3 2.254e-04 3.018e-04 0.747 0.455304
## hour22:dow3 1.278e-03 3.018e-04 4.233 2.49e-05 ***
## hour23:dow3 2.038e-03 3.018e-04 6.751 2.30e-11 ***
## hour1:dow4 -4.305e-04 3.018e-04 -1.426 0.154075
## hour2:dow4 -1.466e-04 3.018e-04 -0.486 0.627401
## hour3:dow4 -5.296e-05 3.018e-04 -0.175 0.860753
## hour4:dow4 -1.220e-04 3.018e-04 -0.404 0.686180
## hour5:dow4 -1.056e-04 3.018e-04 -0.350 0.726531
## hour6:dow4 -2.431e-04 3.018e-04 -0.805 0.420848
## hour7:dow4 -1.909e-04 3.018e-04 -0.632 0.527202
## hour8:dow4 -1.440e-04 3.018e-04 -0.477 0.633345
## hour9:dow4 -2.328e-04 3.018e-04 -0.771 0.440791
## hour10:dow4 -3.047e-06 3.018e-04 -0.010 0.991948
## hour11:dow4 -6.990e-05 3.018e-04 -0.232 0.816908
## hour12:dow4 6.519e-06 3.018e-04 0.022 0.982773
## hour13:dow4 -1.299e-04 3.018e-04 -0.430 0.666950
## hour14:dow4 -2.271e-04 3.018e-04 -0.752 0.452079
## hour15:dow4 -2.221e-04 3.018e-04 -0.736 0.461927
## hour16:dow4 -2.043e-04 3.018e-04 -0.677 0.498613
## hour17:dow4 -2.693e-04 3.018e-04 -0.892 0.372520
## hour18:dow4 -3.583e-04 3.018e-04 -1.187 0.235448
## hour19:dow4 -2.506e-04 3.018e-04 -0.830 0.406669
## hour20:dow4 -2.328e-06 3.018e-04 -0.008 0.993847
## hour21:dow4 4.072e-04 3.018e-04 1.349 0.177633
## hour22:dow4 8.630e-04 3.018e-04 2.859 0.004324 **
## hour23:dow4 1.287e-03 3.018e-04 4.264 2.17e-05 ***
## hour1:dow5 -5.445e-04 2.976e-04 -1.829 0.067589 .
## hour2:dow5 -1.789e-04 2.976e-04 -0.601 0.547872
## hour3:dow5 -1.961e-04 2.976e-04 -0.659 0.510173
## hour4:dow5 -1.570e-04 2.976e-04 -0.528 0.597883
## hour5:dow5 -1.359e-04 2.976e-04 -0.457 0.648111
## hour6:dow5 -2.833e-04 2.976e-04 -0.952 0.341389
## hour7:dow5 -2.860e-04 2.976e-04 -0.961 0.336830
## hour8:dow5 -2.274e-04 2.976e-04 -0.764 0.444955
## hour9:dow5 -1.860e-04 2.976e-04 -0.625 0.532077
## hour10:dow5 -1.465e-04 2.976e-04 -0.492 0.622604
## hour11:dow5 -2.360e-04 2.976e-04 -0.793 0.427924
## hour12:dow5 -2.366e-04 2.976e-04 -0.795 0.426895
## hour13:dow5 -5.811e-04 2.976e-04 -1.952 0.051116 .
## hour14:dow5 -6.798e-04 2.976e-04 -2.284 0.022543 *
## hour15:dow5 -8.047e-04 2.976e-04 -2.704 0.006957 **
## hour16:dow5 -7.296e-04 2.976e-04 -2.451 0.014375 *
## hour17:dow5 -7.515e-04 2.976e-04 -2.525 0.011706 *
## hour18:dow5 -7.988e-04 2.976e-04 -2.684 0.007380 **
## hour19:dow5 -7.335e-04 2.976e-04 -2.465 0.013858 *
## hour20:dow5 -7.824e-04 2.976e-04 -2.629 0.008677 **
## hour21:dow5 -6.296e-04 2.976e-04 -2.115 0.034608 *
## hour22:dow5 -8.507e-05 2.976e-04 -0.286 0.775062
## hour23:dow5 9.701e-04 2.976e-04 3.259 0.001148 **
## hour1:dow6 -4.595e-04 3.018e-04 -1.522 0.128202
## hour2:dow6 -1.638e-04 3.018e-04 -0.543 0.587402
## hour3:dow6 -2.522e-05 3.018e-04 -0.084 0.933417
## hour4:dow6 1.969e-04 3.018e-04 0.652 0.514251
## hour5:dow6 2.612e-05 3.018e-04 0.087 0.931047
## hour6:dow6 -2.088e-04 3.018e-04 -0.692 0.489190
## hour7:dow6 -1.421e-04 3.018e-04 -0.471 0.637848
## hour8:dow6 -2.896e-05 3.018e-04 -0.096 0.923572
## hour9:dow6 -1.292e-04 3.018e-04 -0.428 0.668758
## hour10:dow6 -3.398e-05 3.018e-04 -0.113 0.910398
## hour11:dow6 -1.912e-04 3.018e-04 -0.633 0.526586
## hour12:dow6 -1.488e-04 3.018e-04 -0.493 0.622076
## hour13:dow6 -3.747e-04 3.018e-04 -1.241 0.214723
## hour14:dow6 -4.232e-04 3.018e-04 -1.402 0.161151
## hour15:dow6 -5.869e-04 3.018e-04 -1.944 0.052106 .
## hour16:dow6 -3.937e-04 3.018e-04 -1.304 0.192434
## hour17:dow6 -3.035e-04 3.018e-04 -1.006 0.314837
## hour18:dow6 -2.808e-04 3.018e-04 -0.930 0.352351
## hour19:dow6 -1.534e-04 3.018e-04 -0.508 0.611379
## hour20:dow6 1.086e-04 3.018e-04 0.360 0.719110
## hour21:dow6 2.384e-04 3.018e-04 0.790 0.429846
## hour22:dow6 8.693e-04 3.018e-04 2.880 0.004048 **
## hour23:dow6 1.495e-03 3.018e-04 4.953 8.37e-07 ***
## hour1:dow7 -4.559e-04 3.018e-04 -1.510 0.131186
## hour2:dow7 -6.309e-05 3.018e-04 -0.209 0.834467
## hour3:dow7 8.061e-05 3.018e-04 0.267 0.789478
## hour4:dow7 1.671e-04 3.018e-04 0.554 0.580022
## hour5:dow7 1.309e-04 3.018e-04 0.434 0.664636
## hour6:dow7 -1.288e-04 3.018e-04 -0.427 0.669689
## hour7:dow7 -2.457e-04 3.018e-04 -0.814 0.415830
## hour8:dow7 -1.220e-04 3.018e-04 -0.404 0.686133
## hour9:dow7 -2.405e-04 3.018e-04 -0.797 0.425746
## hour10:dow7 -1.497e-04 3.018e-04 -0.496 0.620038
## hour11:dow7 -1.210e-04 3.018e-04 -0.401 0.688674
## hour12:dow7 2.399e-04 3.018e-04 0.795 0.426947
## hour13:dow7 4.892e-04 3.018e-04 1.621 0.105318
## hour14:dow7 5.251e-04 3.018e-04 1.740 0.082181 .
## hour15:dow7 4.977e-04 3.018e-04 1.649 0.099458 .
## hour16:dow7 2.875e-04 3.018e-04 0.952 0.341088
## hour17:dow7 6.497e-04 3.018e-04 2.153 0.031558 *
## hour18:dow7 5.416e-04 3.018e-04 1.794 0.073013 .
## hour19:dow7 6.179e-04 3.018e-04 2.047 0.040879 *
## hour20:dow7 6.324e-04 3.018e-04 2.095 0.036361 *
## hour21:dow7 4.014e-04 3.018e-04 1.330 0.183831
## hour22:dow7 6.706e-04 3.018e-04 2.222 0.026504 *
## hour23:dow7 9.877e-04 3.018e-04 3.272 0.001098 **
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for gaussian family taken to be 1.822235e-07)
##
## Null deviance: 0.01353017 on 1345 degrees of freedom
## Residual deviance: 0.00021448 on 1177 degrees of freedom
## AIC: -16896
##
## Number of Fisher Scoring iterations: 2
##
##
## z test of coefficients:
##
## Estimate Std. Error z value Pr(>|z|)
## hour0 4.5257e-03 1.8138e-04 24.9512 < 2.2e-16 ***
## hour1 4.1079e-03 1.6144e-04 25.4457 < 2.2e-16 ***
## hour2 3.1966e-03 8.3333e-05 38.3592 < 2.2e-16 ***
## hour3 2.5908e-03 6.0395e-05 42.8985 < 2.2e-16 ***
## hour4 1.8300e-03 1.2395e-04 14.7643 < 2.2e-16 ***
## hour5 1.3573e-03 4.0369e-05 33.6224 < 2.2e-16 ***
## hour6 1.0580e-03 3.1744e-05 33.3279 < 2.2e-16 ***
## hour7 8.3611e-04 9.3248e-05 8.9665 < 2.2e-16 ***
## hour8 6.5602e-04 4.2494e-05 15.4378 < 2.2e-16 ***
## hour9 6.8769e-04 5.2361e-05 13.1336 < 2.2e-16 ***
## hour10 6.7078e-04 2.6856e-05 24.9770 < 2.2e-16 ***
## hour11 9.6443e-04 4.8471e-05 19.8969 < 2.2e-16 ***
## hour12 1.4239e-03 4.5759e-05 31.1164 < 2.2e-16 ***
## hour13 2.3004e-03 1.0795e-04 21.3099 < 2.2e-16 ***
## hour14 2.8346e-03 8.9100e-05 31.8137 < 2.2e-16 ***
## hour15 3.3472e-03 1.3045e-04 25.6594 < 2.2e-16 ***
## hour16 3.7768e-03 1.2113e-04 31.1798 < 2.2e-16 ***
## hour17 4.0154e-03 1.4913e-04 26.9250 < 2.2e-16 ***
## hour18 4.3321e-03 9.5438e-05 45.3912 < 2.2e-16 ***
## hour19 4.4950e-03 1.8913e-04 23.7668 < 2.2e-16 ***
## hour20 4.5493e-03 1.8992e-04 23.9539 < 2.2e-16 ***
## hour21 4.5991e-03 1.3050e-04 35.2435 < 2.2e-16 ***
## hour22 4.3696e-03 1.2872e-04 33.9460 < 2.2e-16 ***
## hour23 3.8984e-03 1.3683e-04 28.4898 < 2.2e-16 ***
## dow2 -1.2329e-03 1.9146e-04 -6.4395 1.199e-10 ***
## dow3 1.1102e-04 2.6630e-04 0.4169 0.6767373
## dow4 5.3439e-06 2.7077e-04 0.0197 0.9842541
## dow5 4.7254e-05 2.1160e-04 0.2233 0.8232897
## dow6 -4.7268e-05 1.9573e-04 -0.2415 0.8091654
## dow7 2.9100e-04 2.2592e-04 1.2880 0.1977316
## hour1:dow2 -1.7386e-04 2.7092e-04 -0.6417 0.5210415
## hour2:dow2 2.1947e-04 2.1546e-04 1.0186 0.3083994
## hour3:dow2 4.5415e-04 2.0851e-04 2.1781 0.0293958 *
## hour4:dow2 5.8115e-04 2.3507e-04 2.4722 0.0134285 *
## hour5:dow2 8.4487e-04 1.9989e-04 4.2266 2.373e-05 ***
## hour6:dow2 8.4179e-04 1.9762e-04 4.2596 2.048e-05 ***
## hour7:dow2 9.1021e-04 2.1508e-04 4.2320 2.316e-05 ***
## hour8:dow2 9.9757e-04 1.9825e-04 5.0319 4.856e-07 ***
## hour9:dow2 9.7615e-04 2.0190e-04 4.8349 1.332e-06 ***
## hour10:dow2 1.0674e-03 1.9447e-04 5.4888 4.047e-08 ***
## hour11:dow2 8.5443e-04 2.0209e-04 4.2280 2.358e-05 ***
## hour12:dow2 6.9949e-04 2.0416e-04 3.4262 0.0006121 ***
## hour13:dow2 3.5487e-04 2.3609e-04 1.5031 0.1328086
## hour14:dow2 3.0282e-04 2.2302e-04 1.3578 0.1745275
## hour15:dow2 3.2680e-04 2.6370e-04 1.2393 0.2152356
## hour16:dow2 5.0953e-04 2.5536e-04 1.9954 0.0460013 *
## hour17:dow2 6.5198e-04 2.9664e-04 2.1979 0.0279563 *
## hour18:dow2 6.6875e-04 2.4841e-04 2.6922 0.0070991 **
## hour19:dow2 7.2692e-04 3.0229e-04 2.4047 0.0161855 *
## hour20:dow2 8.7562e-04 3.0246e-04 2.8950 0.0037921 **
## hour21:dow2 1.3515e-03 2.8503e-04 4.7418 2.118e-06 ***
## hour22:dow2 1.8157e-03 2.8154e-04 6.4492 1.124e-10 ***
## hour23:dow2 2.2912e-03 3.0041e-04 7.6269 2.405e-14 ***
## hour1:dow3 -5.9152e-04 3.3541e-04 -1.7636 0.0778037 .
## hour2:dow3 -3.0898e-04 3.0754e-04 -1.0047 0.3150601
## hour3:dow3 -2.2029e-04 2.9999e-04 -0.7343 0.4627372
## hour4:dow3 -4.2143e-05 3.2052e-04 -0.1315 0.8953957
## hour5:dow3 -2.5368e-04 2.7393e-04 -0.9261 0.3544083
## hour6:dow3 -4.8280e-04 2.7235e-04 -1.7727 0.0762769 .
## hour7:dow3 -3.8299e-04 2.8526e-04 -1.3426 0.1794000
## hour8:dow3 -3.5971e-04 2.7356e-04 -1.3149 0.1885355
## hour9:dow3 -3.4793e-04 2.7341e-04 -1.2725 0.2031828
## hour10:dow3 -2.2442e-04 2.7106e-04 -0.8279 0.4077130
## hour11:dow3 -3.0312e-04 2.7827e-04 -1.0893 0.2760291
## hour12:dow3 -2.9634e-04 3.0409e-04 -0.9745 0.3297979
## hour13:dow3 -5.7947e-04 3.1704e-04 -1.8277 0.0675878 .
## hour14:dow3 -6.5072e-04 3.1915e-04 -2.0389 0.0414571 *
## hour15:dow3 -7.0253e-04 3.4709e-04 -2.0241 0.0429648 *
## hour16:dow3 -5.7688e-04 3.5656e-04 -1.6179 0.1056840
## hour17:dow3 -5.1121e-04 3.3829e-04 -1.5112 0.1307477
## hour18:dow3 -5.0657e-04 3.1553e-04 -1.6054 0.1083983
## hour19:dow3 -5.2887e-04 3.5728e-04 -1.4803 0.1387948
## hour20:dow3 -1.7437e-04 3.6031e-04 -0.4839 0.6284302
## hour21:dow3 2.2543e-04 3.6615e-04 0.6157 0.5380955
## hour22:dow3 1.2777e-03 5.5519e-04 2.3013 0.0213743 *
## hour23:dow3 2.0378e-03 1.0289e-03 1.9806 0.0476358 *
## hour1:dow4 -4.3049e-04 3.4176e-04 -1.2597 0.2077939
## hour2:dow4 -1.4655e-04 3.1384e-04 -0.4670 0.6405251
## hour3:dow4 -5.2960e-05 2.9664e-04 -0.1785 0.8583014
## hour4:dow4 -1.2199e-04 3.0134e-04 -0.4048 0.6856046
## hour5:dow4 -1.0559e-04 2.8822e-04 -0.3664 0.7140948
## hour6:dow4 -2.4306e-04 2.7574e-04 -0.8815 0.3780658
## hour7:dow4 -1.9091e-04 2.9050e-04 -0.6572 0.5110695
## hour8:dow4 -1.4403e-04 2.7680e-04 -0.5203 0.6028352
## hour9:dow4 -2.3276e-04 2.7769e-04 -0.8382 0.4019221
## hour10:dow4 -3.0470e-06 2.7754e-04 -0.0110 0.9912406
## hour11:dow4 -6.9900e-05 2.7724e-04 -0.2521 0.8009416
## hour12:dow4 6.5191e-06 2.8119e-04 0.0232 0.9815033
## hour13:dow4 -1.2993e-04 3.1060e-04 -0.4183 0.6757120
## hour14:dow4 -2.2705e-04 3.0221e-04 -0.7513 0.4524661
## hour15:dow4 -2.2213e-04 3.3112e-04 -0.6709 0.5023040
## hour16:dow4 -2.0432e-04 3.3498e-04 -0.6099 0.5419107
## hour17:dow4 -2.6928e-04 3.2794e-04 -0.8211 0.4115715
## hour18:dow4 -3.5831e-04 3.0108e-04 -1.1901 0.2340220
## hour19:dow4 -2.5055e-04 3.6538e-04 -0.6857 0.4928794
## hour20:dow4 -2.3283e-06 3.9131e-04 -0.0060 0.9952526
## hour21:dow4 4.0716e-04 3.2229e-04 1.2633 0.2064771
## hour22:dow4 8.6301e-04 3.6672e-04 2.3533 0.0186082 *
## hour23:dow4 1.2871e-03 3.1871e-04 4.0386 5.378e-05 ***
## hour1:dow5 -5.4448e-04 2.8550e-04 -1.9071 0.0565058 .
## hour2:dow5 -1.7891e-04 2.4112e-04 -0.7420 0.4580885
## hour3:dow5 -1.9607e-04 2.3645e-04 -0.8292 0.4069860
## hour4:dow5 -1.5702e-04 2.5447e-04 -0.6171 0.5371929
## hour5:dow5 -1.3587e-04 2.2149e-04 -0.6134 0.5395905
## hour6:dow5 -2.8328e-04 2.1703e-04 -1.3053 0.1917928
## hour7:dow5 -2.8597e-04 2.3272e-04 -1.2288 0.2191307
## hour8:dow5 -2.2742e-04 2.1733e-04 -1.0464 0.2953684
## hour9:dow5 -1.8602e-04 2.2171e-04 -0.8391 0.4014387
## hour10:dow5 -1.4652e-04 2.1473e-04 -0.6823 0.4950231
## hour11:dow5 -2.3602e-04 2.2140e-04 -1.0661 0.2864001
## hour12:dow5 -2.3655e-04 2.2517e-04 -1.0505 0.2934797
## hour13:dow5 -5.8111e-04 2.4473e-04 -2.3745 0.0175728 *
## hour14:dow5 -6.7981e-04 2.6109e-04 -2.6037 0.0092215 **
## hour15:dow5 -8.0468e-04 2.6402e-04 -3.0478 0.0023053 **
## hour16:dow5 -7.2960e-04 2.5748e-04 -2.8336 0.0046025 **
## hour17:dow5 -7.5146e-04 2.8118e-04 -2.6725 0.0075296 **
## hour18:dow5 -7.9879e-04 2.5752e-04 -3.1018 0.0019234 **
## hour19:dow5 -7.3353e-04 3.0375e-04 -2.4149 0.0157400 *
## hour20:dow5 -7.8243e-04 3.4115e-04 -2.2935 0.0218185 *
## hour21:dow5 -6.2959e-04 4.1867e-04 -1.5038 0.1326380
## hour22:dow5 -8.5069e-05 5.1734e-04 -0.1644 0.8693882
## hour23:dow5 9.7008e-04 2.8144e-04 3.4468 0.0005673 ***
## hour1:dow6 -4.5950e-04 2.6821e-04 -1.7132 0.0866711 .
## hour2:dow6 -1.6383e-04 2.2208e-04 -0.7377 0.4606952
## hour3:dow6 -2.5223e-05 2.3104e-04 -0.1092 0.9130649
## hour4:dow6 1.9693e-04 2.3918e-04 0.8234 0.4102870
## hour5:dow6 2.6124e-05 2.0240e-04 0.1291 0.8973012
## hour6:dow6 -2.0882e-04 2.0170e-04 -1.0353 0.3005167
## hour7:dow6 -1.4212e-04 2.2908e-04 -0.6204 0.5350083
## hour8:dow6 -2.8964e-05 2.1545e-04 -0.1344 0.8930569
## hour9:dow6 -1.2918e-04 2.0747e-04 -0.6226 0.5335301
## hour10:dow6 -3.3976e-05 1.9922e-04 -0.1705 0.8645778
## hour11:dow6 -1.9119e-04 2.0686e-04 -0.9243 0.3553400
## hour12:dow6 -1.4882e-04 2.0822e-04 -0.7148 0.4747625
## hour13:dow6 -3.7470e-04 2.3225e-04 -1.6134 0.1066666
## hour14:dow6 -4.2322e-04 2.3243e-04 -1.8208 0.0686306 .
## hour15:dow6 -5.8686e-04 3.1243e-04 -1.8783 0.0603337 .
## hour16:dow6 -3.9366e-04 2.6702e-04 -1.4742 0.1404167
## hour17:dow6 -3.0352e-04 3.0022e-04 -1.0110 0.3120164
## hour18:dow6 -2.8084e-04 2.5060e-04 -1.1207 0.2624192
## hour19:dow6 -1.5341e-04 3.0871e-04 -0.4969 0.6192338
## hour20:dow6 1.0858e-04 3.2382e-04 0.3353 0.7373819
## hour21:dow6 2.3838e-04 2.8365e-04 0.8404 0.4006838
## hour22:dow6 8.6935e-04 3.2001e-04 2.7167 0.0065945 **
## hour23:dow6 1.4951e-03 2.9441e-04 5.0783 3.808e-07 ***
## hour1:dow7 -4.5594e-04 3.4206e-04 -1.3329 0.1825551
## hour2:dow7 -6.3093e-05 2.8025e-04 -0.2251 0.8218749
## hour3:dow7 8.0608e-05 2.5664e-04 0.3141 0.7534520
## hour4:dow7 1.6707e-04 2.9211e-04 0.5720 0.5673506
## hour5:dow7 1.3089e-04 2.6448e-04 0.4949 0.6206711
## hour6:dow7 -1.2879e-04 2.4023e-04 -0.5361 0.5918734
## hour7:dow7 -2.4569e-04 2.5517e-04 -0.9629 0.3356095
## hour8:dow7 -1.2201e-04 2.4058e-04 -0.5071 0.6120583
## hour9:dow7 -2.4050e-04 2.3879e-04 -1.0072 0.3138465
## hour10:dow7 -1.4969e-04 2.3928e-04 -0.6256 0.5315759
## hour11:dow7 -1.2097e-04 2.4204e-04 -0.4998 0.6172262
## hour12:dow7 2.3988e-04 2.7134e-04 0.8840 0.3766754
## hour13:dow7 4.8925e-04 2.9219e-04 1.6744 0.0940443 .
## hour14:dow7 5.2511e-04 3.0484e-04 1.7226 0.0849631 .
## hour15:dow7 4.9768e-04 3.7719e-04 1.3194 0.1870188
## hour16:dow7 2.8748e-04 2.9623e-04 0.9705 0.3318097
## hour17:dow7 6.4974e-04 3.3015e-04 1.9680 0.0490663 *
## hour18:dow7 5.4162e-04 2.7779e-04 1.9498 0.0512055 .
## hour19:dow7 6.1788e-04 3.5371e-04 1.7469 0.0806575 .
## hour20:dow7 6.3245e-04 3.5034e-04 1.8053 0.0710340 .
## hour21:dow7 4.0141e-04 2.9606e-04 1.3558 0.1751499
## hour22:dow7 6.7056e-04 3.2580e-04 2.0582 0.0395706 *
## hour23:dow7 9.8769e-04 3.0721e-04 3.2150 0.0013042 **
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Call:
## glm(formula = form, data = df)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -0.0012702 -0.0001748 -0.0000066 0.0001384 0.0068778
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -1.302e-04 7.815e-05 -1.666 0.0966 .
## lin1 -4.340e-07 8.021e-07 -0.541 0.5888
## lin2 4.545e-07 7.950e-07 0.572 0.5680
## postchange -4.748e-05 1.099e-04 -0.432 0.6659
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for gaussian family taken to be 2.542332e-07)
##
## Null deviance: 8.4995e-05 on 336 degrees of freedom
## Residual deviance: 8.4660e-05 on 333 degrees of freedom
## AIC: -4155
##
## Number of Fisher Scoring iterations: 2
##
##
## z test of coefficients:
##
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) -1.3021e-04 4.3304e-05 -3.0069 0.002639 **
## lin1 -4.3402e-07 4.0454e-07 -1.0729 0.283333
## lin2 4.5446e-07 1.1977e-06 0.3794 0.704359
## postchange -4.7484e-05 7.4352e-05 -0.6386 0.523055
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [1] "12 Regression for rate_wincall model2 on 2016-09-07/red/50-100%"
##
## Call:
## glm(formula = form, data = df)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -0.0029428 -0.0001699 -0.0000123 0.0001507 0.0066210
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## hour0 4.694e-03 1.559e-04 30.104 < 2e-16 ***
## hour1 4.112e-03 1.559e-04 26.372 < 2e-16 ***
## hour2 3.217e-03 1.559e-04 20.634 < 2e-16 ***
## hour3 2.594e-03 1.559e-04 16.635 < 2e-16 ***
## hour4 1.887e-03 1.559e-04 12.100 < 2e-16 ***
## hour5 1.372e-03 1.559e-04 8.800 < 2e-16 ***
## hour6 1.119e-03 1.559e-04 7.178 1.25e-12 ***
## hour7 8.641e-04 1.559e-04 5.542 3.69e-08 ***
## hour8 7.151e-04 1.559e-04 4.586 4.99e-06 ***
## hour9 7.400e-04 1.559e-04 4.746 2.32e-06 ***
## hour10 6.810e-04 1.559e-04 4.368 1.36e-05 ***
## hour11 9.984e-04 1.559e-04 6.403 2.19e-10 ***
## hour12 1.468e-03 1.559e-04 9.413 < 2e-16 ***
## hour13 2.357e-03 1.559e-04 15.118 < 2e-16 ***
## hour14 2.889e-03 1.559e-04 18.532 < 2e-16 ***
## hour15 3.402e-03 1.559e-04 21.817 < 2e-16 ***
## hour16 3.832e-03 1.559e-04 24.577 < 2e-16 ***
## hour17 4.126e-03 1.559e-04 26.463 < 2e-16 ***
## hour18 4.361e-03 1.559e-04 27.973 < 2e-16 ***
## hour19 4.571e-03 1.559e-04 29.319 < 2e-16 ***
## hour20 4.659e-03 1.559e-04 29.883 < 2e-16 ***
## hour21 4.706e-03 1.559e-04 30.182 < 2e-16 ***
## hour22 4.474e-03 1.559e-04 28.696 < 2e-16 ***
## hour23 3.992e-03 1.559e-04 25.602 < 2e-16 ***
## dow2 -1.328e-03 2.205e-04 -6.022 2.29e-09 ***
## dow3 2.536e-05 2.205e-04 0.115 0.908463
## dow4 -9.634e-05 2.143e-04 -0.450 0.653079
## dow5 -1.369e-04 2.205e-04 -0.621 0.534930
## dow6 -2.103e-04 2.205e-04 -0.954 0.340474
## dow7 1.196e-04 2.205e-04 0.542 0.587786
## hour1:dow2 -2.108e-05 3.118e-04 -0.068 0.946106
## hour2:dow2 3.219e-04 3.118e-04 1.032 0.302079
## hour3:dow2 5.507e-04 3.118e-04 1.766 0.077641 .
## hour4:dow2 6.440e-04 3.118e-04 2.065 0.039107 *
## hour5:dow2 9.039e-04 3.118e-04 2.899 0.003818 **
## hour6:dow2 9.059e-04 3.118e-04 2.905 0.003739 **
## hour7:dow2 9.558e-04 3.118e-04 3.065 0.002226 **
## hour8:dow2 1.033e-03 3.118e-04 3.313 0.000950 ***
## hour9:dow2 1.039e-03 3.118e-04 3.333 0.000885 ***
## hour10:dow2 1.138e-03 3.118e-04 3.650 0.000273 ***
## hour11:dow2 9.104e-04 3.118e-04 2.919 0.003573 **
## hour12:dow2 7.610e-04 3.118e-04 2.441 0.014812 *
## hour13:dow2 4.334e-04 3.118e-04 1.390 0.164795
## hour14:dow2 3.972e-04 3.118e-04 1.274 0.203020
## hour15:dow2 3.957e-04 3.118e-04 1.269 0.204676
## hour16:dow2 5.898e-04 3.118e-04 1.891 0.058805 .
## hour17:dow2 6.998e-04 3.118e-04 2.244 0.025011 *
## hour18:dow2 7.833e-04 3.118e-04 2.512 0.012135 *
## hour19:dow2 7.879e-04 3.118e-04 2.527 0.011639 *
## hour20:dow2 1.041e-03 3.118e-04 3.340 0.000864 ***
## hour21:dow2 1.504e-03 3.118e-04 4.823 1.60e-06 ***
## hour22:dow2 1.945e-03 3.118e-04 6.239 6.15e-10 ***
## hour23:dow2 2.443e-03 3.118e-04 7.834 1.05e-14 ***
## hour1:dow3 -4.149e-04 3.118e-04 -1.331 0.183590
## hour2:dow3 -1.476e-04 3.118e-04 -0.473 0.636051
## hour3:dow3 -1.297e-04 3.118e-04 -0.416 0.677460
## hour4:dow3 1.015e-05 3.118e-04 0.033 0.974050
## hour5:dow3 -1.702e-04 3.118e-04 -0.546 0.585279
## hour6:dow3 -4.632e-04 3.118e-04 -1.485 0.137696
## hour7:dow3 -2.995e-04 3.118e-04 -0.960 0.337101
## hour8:dow3 -3.551e-04 3.118e-04 -1.139 0.255037
## hour9:dow3 -3.169e-04 3.118e-04 -1.016 0.309723
## hour10:dow3 -1.167e-04 3.118e-04 -0.374 0.708392
## hour11:dow3 -2.494e-04 3.118e-04 -0.800 0.423978
## hour12:dow3 -2.491e-04 3.118e-04 -0.799 0.424626
## hour13:dow3 -5.046e-04 3.118e-04 -1.618 0.105912
## hour14:dow3 -5.741e-04 3.118e-04 -1.841 0.065859 .
## hour15:dow3 -6.304e-04 3.118e-04 -2.022 0.043431 *
## hour16:dow3 -4.937e-04 3.118e-04 -1.583 0.113615
## hour17:dow3 -4.814e-04 3.118e-04 -1.544 0.122939
## hour18:dow3 -4.124e-04 3.118e-04 -1.323 0.186234
## hour19:dow3 -4.938e-04 3.118e-04 -1.584 0.113529
## hour20:dow3 -1.244e-04 3.118e-04 -0.399 0.689939
## hour21:dow3 2.378e-04 3.118e-04 0.763 0.445902
## hour22:dow3 1.408e-03 3.118e-04 4.515 6.96e-06 ***
## hour23:dow3 2.174e-03 3.118e-04 6.973 5.18e-12 ***
## hour1:dow4 -3.327e-04 3.075e-04 -1.082 0.279450
## hour2:dow4 -6.538e-05 3.075e-04 -0.213 0.831652
## hour3:dow4 4.588e-05 3.075e-04 0.149 0.881417
## hour4:dow4 -7.683e-05 3.075e-04 -0.250 0.802721
## hour5:dow4 -1.866e-05 3.075e-04 -0.061 0.951612
## hour6:dow4 -2.025e-04 3.075e-04 -0.659 0.510177
## hour7:dow4 -1.172e-04 3.075e-04 -0.381 0.703116
## hour8:dow4 -1.014e-04 3.075e-04 -0.330 0.741584
## hour9:dow4 -1.834e-04 3.075e-04 -0.597 0.550930
## hour10:dow4 8.839e-05 3.075e-04 0.287 0.773794
## hour11:dow4 -2.156e-06 3.075e-04 -0.007 0.994408
## hour12:dow4 6.437e-05 3.075e-04 0.209 0.834196
## hour13:dow4 -8.488e-05 3.075e-04 -0.276 0.782537
## hour14:dow4 -1.802e-04 3.075e-04 -0.586 0.557941
## hour15:dow4 -1.748e-04 3.075e-04 -0.568 0.569832
## hour16:dow4 -1.578e-04 3.075e-04 -0.513 0.607939
## hour17:dow4 -2.782e-04 3.075e-04 -0.905 0.365735
## hour18:dow4 -2.859e-04 3.075e-04 -0.930 0.352613
## hour19:dow4 -2.251e-04 3.075e-04 -0.732 0.464280
## hour20:dow4 -1.060e-05 3.075e-04 -0.034 0.972497
## hour21:dow4 4.021e-04 3.075e-04 1.308 0.191208
## hour22:dow4 8.601e-04 3.075e-04 2.798 0.005234 **
## hour23:dow4 1.296e-03 3.075e-04 4.214 2.71e-05 ***
## hour1:dow5 -3.360e-04 3.118e-04 -1.078 0.281477
## hour2:dow5 7.995e-06 3.118e-04 0.026 0.979551
## hour3:dow5 6.137e-06 3.118e-04 0.020 0.984302
## hour4:dow5 7.201e-06 3.118e-04 0.023 0.981580
## hour5:dow5 1.676e-05 3.118e-04 0.054 0.957143
## hour6:dow5 -1.701e-04 3.118e-04 -0.546 0.585475
## hour7:dow5 -1.552e-04 3.118e-04 -0.498 0.618784
## hour8:dow5 -9.730e-05 3.118e-04 -0.312 0.755079
## hour9:dow5 -3.366e-05 3.118e-04 -0.108 0.914052
## hour10:dow5 5.419e-05 3.118e-04 0.174 0.862059
## hour11:dow5 -7.539e-05 3.118e-04 -0.242 0.809011
## hour12:dow5 -5.119e-05 3.118e-04 -0.164 0.869643
## hour13:dow5 -4.382e-04 3.118e-04 -1.405 0.160209
## hour14:dow5 -5.278e-04 3.118e-04 -1.693 0.090808 .
## hour15:dow5 -6.630e-04 3.118e-04 -2.126 0.033703 *
## hour16:dow5 -5.694e-04 3.118e-04 -1.826 0.068108 .
## hour17:dow5 -6.300e-04 3.118e-04 -2.020 0.043573 *
## hour18:dow5 -6.214e-04 3.118e-04 -1.993 0.046535 *
## hour19:dow5 -5.825e-04 3.118e-04 -1.868 0.062027 .
## hour20:dow5 -6.460e-04 3.118e-04 -2.072 0.038519 *
## hour21:dow5 -4.335e-04 3.118e-04 -1.390 0.164724
## hour22:dow5 5.401e-05 3.118e-04 0.173 0.862532
## hour23:dow5 1.093e-03 3.118e-04 3.505 0.000474 ***
## hour1:dow6 -3.462e-04 3.118e-04 -1.110 0.267105
## hour2:dow6 2.702e-05 3.118e-04 0.087 0.930976
## hour3:dow6 9.729e-05 3.118e-04 0.312 0.755102
## hour4:dow6 3.038e-04 3.118e-04 0.974 0.330074
## hour5:dow6 1.931e-04 3.118e-04 0.619 0.535965
## hour6:dow6 -9.387e-05 3.118e-04 -0.301 0.763444
## hour7:dow6 -6.652e-05 3.118e-04 -0.213 0.831120
## hour8:dow6 -6.304e-06 3.118e-04 -0.020 0.983873
## hour9:dow6 -2.753e-05 3.118e-04 -0.088 0.929656
## hour10:dow6 1.422e-04 3.118e-04 0.456 0.648542
## hour11:dow6 -7.351e-06 3.118e-04 -0.024 0.981197
## hour12:dow6 2.760e-06 3.118e-04 0.009 0.992939
## hour13:dow6 -2.709e-04 3.118e-04 -0.869 0.385226
## hour14:dow6 -2.691e-04 3.118e-04 -0.863 0.388342
## hour15:dow6 -4.521e-04 3.118e-04 -1.450 0.147401
## hour16:dow6 -1.709e-04 3.118e-04 -0.548 0.583868
## hour17:dow6 -2.025e-04 3.118e-04 -0.649 0.516168
## hour18:dow6 -2.896e-05 3.118e-04 -0.093 0.926031
## hour19:dow6 -3.634e-05 3.118e-04 -0.117 0.907253
## hour20:dow6 2.384e-04 3.118e-04 0.764 0.444782
## hour21:dow6 4.085e-04 3.118e-04 1.310 0.190467
## hour22:dow6 1.030e-03 3.118e-04 3.304 0.000981 ***
## hour23:dow6 1.648e-03 3.118e-04 5.286 1.49e-07 ***
## hour1:dow7 -2.909e-04 3.118e-04 -0.933 0.351052
## hour2:dow7 8.491e-05 3.118e-04 0.272 0.785435
## hour3:dow7 2.312e-04 3.118e-04 0.741 0.458576
## hour4:dow7 3.323e-04 3.118e-04 1.066 0.286729
## hour5:dow7 3.533e-04 3.118e-04 1.133 0.257510
## hour6:dow7 -2.799e-05 3.118e-04 -0.090 0.928490
## hour7:dow7 -8.327e-05 3.118e-04 -0.267 0.789491
## hour8:dow7 5.600e-05 3.118e-04 0.180 0.857504
## hour9:dow7 -1.136e-04 3.118e-04 -0.364 0.715703
## hour10:dow7 -1.375e-05 3.118e-04 -0.044 0.964838
## hour11:dow7 7.113e-05 3.118e-04 0.228 0.819614
## hour12:dow7 4.445e-04 3.118e-04 1.426 0.154257
## hour13:dow7 6.634e-04 3.118e-04 2.127 0.033599 *
## hour14:dow7 7.540e-04 3.118e-04 2.418 0.015754 *
## hour15:dow7 6.959e-04 3.118e-04 2.232 0.025834 *
## hour16:dow7 5.506e-04 3.118e-04 1.766 0.077718 .
## hour17:dow7 8.024e-04 3.118e-04 2.573 0.010196 *
## hour18:dow7 8.401e-04 3.118e-04 2.694 0.007156 **
## hour19:dow7 8.105e-04 3.118e-04 2.599 0.009465 **
## hour20:dow7 6.645e-04 3.118e-04 2.131 0.033302 *
## hour21:dow7 5.820e-04 3.118e-04 1.866 0.062228 .
## hour22:dow7 8.234e-04 3.118e-04 2.640 0.008389 **
## hour23:dow7 1.143e-03 3.118e-04 3.664 0.000259 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for gaussian family taken to be 1.944758e-07)
##
## Null deviance: 0.0139309 on 1345 degrees of freedom
## Residual deviance: 0.0002289 on 1177 degrees of freedom
## AIC: -16809
##
## Number of Fisher Scoring iterations: 2
##
##
## z test of coefficients:
##
## Estimate Std. Error z value Pr(>|z|)
## hour0 4.6936e-03 2.4270e-04 19.3389 < 2.2e-16 ***
## hour1 4.1118e-03 1.6352e-04 25.1462 < 2.2e-16 ***
## hour2 3.2171e-03 9.3618e-05 34.3643 < 2.2e-16 ***
## hour3 2.5937e-03 6.1559e-05 42.1334 < 2.2e-16 ***
## hour4 1.8866e-03 1.2954e-04 14.5636 < 2.2e-16 ***
## hour5 1.3721e-03 4.3941e-05 31.2252 < 2.2e-16 ***
## hour6 1.1191e-03 6.0646e-05 18.4537 < 2.2e-16 ***
## hour7 8.6410e-04 9.4452e-05 9.1485 < 2.2e-16 ***
## hour8 7.1509e-04 7.9126e-05 9.0373 < 2.2e-16 ***
## hour9 7.4003e-04 7.4918e-05 9.8779 < 2.2e-16 ***
## hour10 6.8103e-04 3.3338e-05 20.4277 < 2.2e-16 ***
## hour11 9.9837e-04 5.6320e-05 17.7269 < 2.2e-16 ***
## hour12 1.4677e-03 7.0648e-05 20.7747 < 2.2e-16 ***
## hour13 2.3571e-03 1.1827e-04 19.9287 < 2.2e-16 ***
## hour14 2.8894e-03 9.0464e-05 31.9401 < 2.2e-16 ***
## hour15 3.4015e-03 1.3401e-04 25.3824 < 2.2e-16 ***
## hour16 3.8320e-03 1.1996e-04 31.9432 < 2.2e-16 ***
## hour17 4.1260e-03 1.6563e-04 24.9113 < 2.2e-16 ***
## hour18 4.3614e-03 1.0578e-04 41.2297 < 2.2e-16 ***
## hour19 4.5713e-03 2.0845e-04 21.9303 < 2.2e-16 ***
## hour20 4.6593e-03 1.6552e-04 28.1488 < 2.2e-16 ***
## hour21 4.7058e-03 1.0233e-04 45.9857 < 2.2e-16 ***
## hour22 4.4742e-03 1.5105e-04 29.6214 < 2.2e-16 ***
## hour23 3.9917e-03 1.4935e-04 26.7279 < 2.2e-16 ***
## dow2 -1.3279e-03 2.5728e-04 -5.1615 2.450e-07 ***
## dow3 2.5358e-05 3.2456e-04 0.0781 0.9377254
## dow4 -9.6343e-05 3.0870e-04 -0.3121 0.7549664
## dow5 -1.3686e-04 2.7129e-04 -0.5045 0.6139258
## dow6 -2.1027e-04 2.5392e-04 -0.8281 0.4076155
## dow7 1.1955e-04 2.7690e-04 0.4318 0.6659173
## hour1:dow2 -2.1083e-05 3.2332e-04 -0.0652 0.9480079
## hour2:dow2 3.2195e-04 2.8000e-04 1.1498 0.2502189
## hour3:dow2 5.5072e-04 2.7071e-04 2.0344 0.0419144 *
## hour4:dow2 6.4404e-04 2.9421e-04 2.1890 0.0285937 *
## hour5:dow2 9.0387e-04 2.6289e-04 3.4383 0.0005855 ***
## hour6:dow2 9.0592e-04 2.6673e-04 3.3965 0.0006826 ***
## hour7:dow2 9.5577e-04 2.7583e-04 3.4650 0.0005302 ***
## hour8:dow2 1.0332e-03 2.7070e-04 3.8167 0.0001352 ***
## hour9:dow2 1.0395e-03 2.7055e-04 3.8419 0.0001221 ***
## hour10:dow2 1.1383e-03 2.5977e-04 4.3818 1.177e-05 ***
## hour11:dow2 9.1038e-04 2.6681e-04 3.4121 0.0006446 ***
## hour12:dow2 7.6103e-04 2.7233e-04 2.7945 0.0051974 **
## hour13:dow2 4.3344e-04 2.9709e-04 1.4589 0.1445841
## hour14:dow2 3.9718e-04 2.8325e-04 1.4022 0.1608430
## hour15:dow2 3.9573e-04 3.1567e-04 1.2536 0.2099838
## hour16:dow2 5.8982e-04 3.0840e-04 1.9125 0.0558117 .
## hour17:dow2 6.9978e-04 3.5144e-04 1.9912 0.0464581 *
## hour18:dow2 7.8334e-04 3.0766e-04 2.5462 0.0108910 *
## hour19:dow2 7.8795e-04 3.6474e-04 2.1603 0.0307482 *
## hour20:dow2 1.0415e-03 3.6190e-04 2.8778 0.0040048 **
## hour21:dow2 1.5040e-03 3.5021e-04 4.2946 1.750e-05 ***
## hour22:dow2 1.9454e-03 3.4708e-04 5.6050 2.082e-08 ***
## hour23:dow2 2.4429e-03 3.5702e-04 6.8424 7.786e-12 ***
## hour1:dow3 -4.1491e-04 3.9356e-04 -1.0542 0.2917690
## hour2:dow3 -1.4761e-04 3.6844e-04 -0.4006 0.6886995
## hour3:dow3 -1.2973e-04 3.5262e-04 -0.3679 0.7129385
## hour4:dow3 1.0146e-05 3.7120e-04 0.0273 0.9781943
## hour5:dow3 -1.7021e-04 3.3241e-04 -0.5121 0.6086142
## hour6:dow3 -4.6320e-04 3.3332e-04 -1.3897 0.1646289
## hour7:dow3 -2.9945e-04 3.4130e-04 -0.8774 0.3802825
## hour8:dow3 -3.5510e-04 3.3676e-04 -1.0544 0.2916819
## hour9:dow3 -3.1689e-04 3.3472e-04 -0.9467 0.3437725
## hour10:dow3 -1.1666e-04 3.3081e-04 -0.3526 0.7243535
## hour11:dow3 -2.4941e-04 3.3573e-04 -0.7429 0.4575557
## hour12:dow3 -2.4906e-04 3.6075e-04 -0.6904 0.4899508
## hour13:dow3 -5.0457e-04 3.7350e-04 -1.3509 0.1767275
## hour14:dow3 -5.7411e-04 3.7230e-04 -1.5421 0.1230568
## hour15:dow3 -6.3043e-04 3.9812e-04 -1.5835 0.1133008
## hour16:dow3 -4.9373e-04 4.0565e-04 -1.2171 0.2235510
## hour17:dow3 -4.8136e-04 3.9825e-04 -1.2087 0.2267827
## hour18:dow3 -4.1242e-04 3.7231e-04 -1.1077 0.2679801
## hour19:dow3 -4.9385e-04 4.1287e-04 -1.1961 0.2316506
## hour20:dow3 -1.2443e-04 3.9982e-04 -0.3112 0.7556339
## hour21:dow3 2.3778e-04 3.9954e-04 0.5951 0.5517567
## hour22:dow3 1.4080e-03 5.6262e-04 2.5025 0.0123308 *
## hour23:dow3 2.1743e-03 1.0265e-03 2.1180 0.0341711 *
## hour1:dow4 -3.3270e-04 3.7343e-04 -0.8909 0.3729666
## hour2:dow4 -6.5377e-05 3.4970e-04 -0.1870 0.8516981
## hour3:dow4 4.5876e-05 3.3183e-04 0.1383 0.8900411
## hour4:dow4 -7.6831e-05 3.3793e-04 -0.2274 0.8201453
## hour5:dow4 -1.8662e-05 3.2458e-04 -0.0575 0.9541501
## hour6:dow4 -2.0255e-04 3.1730e-04 -0.6384 0.5232448
## hour7:dow4 -1.1721e-04 3.2648e-04 -0.3590 0.7195901
## hour8:dow4 -1.0141e-04 3.2101e-04 -0.3159 0.7520632
## hour9:dow4 -1.8342e-04 3.1931e-04 -0.5744 0.5656867
## hour10:dow4 8.8392e-05 3.1527e-04 0.2804 0.7791934
## hour11:dow4 -2.1556e-06 3.1569e-04 -0.0068 0.9945520
## hour12:dow4 6.4374e-05 3.2239e-04 0.1997 0.8417333
## hour13:dow4 -8.4885e-05 3.4753e-04 -0.2442 0.8070374
## hour14:dow4 -1.8020e-04 3.3697e-04 -0.5348 0.5928156
## hour15:dow4 -1.7478e-04 3.6408e-04 -0.4801 0.6311803
## hour16:dow4 -1.5778e-04 3.6593e-04 -0.4312 0.6663459
## hour17:dow4 -2.7821e-04 3.6703e-04 -0.7580 0.4484467
## hour18:dow4 -2.8592e-04 3.3868e-04 -0.8442 0.3985611
## hour19:dow4 -2.2508e-04 4.0393e-04 -0.5572 0.5773620
## hour20:dow4 -1.0603e-05 4.0795e-04 -0.0260 0.9792650
## hour21:dow4 4.0210e-04 3.4539e-04 1.1642 0.2443444
## hour22:dow4 8.6015e-04 4.0337e-04 2.1324 0.0329734 *
## hour23:dow4 1.2955e-03 3.5655e-04 3.6334 0.0002797 ***
## hour1:dow5 -3.3600e-04 3.3829e-04 -0.9932 0.3206070
## hour2:dow5 7.9946e-06 3.0013e-04 0.0266 0.9787488
## hour3:dow5 6.1367e-06 2.9403e-04 0.0209 0.9833486
## hour4:dow5 7.2013e-06 3.1073e-04 0.0232 0.9815102
## hour5:dow5 1.6761e-05 2.8073e-04 0.0597 0.9523895
## hour6:dow5 -1.7012e-04 2.8124e-04 -0.6049 0.5452488
## hour7:dow5 -1.5520e-04 2.8906e-04 -0.5369 0.5913292
## hour8:dow5 -9.7298e-05 2.8393e-04 -0.3427 0.7318370
## hour9:dow5 -3.3663e-05 2.8469e-04 -0.1182 0.9058756
## hour10:dow5 5.4194e-05 2.7507e-04 0.1970 0.8438130
## hour11:dow5 -7.5387e-05 2.8050e-04 -0.2688 0.7881184
## hour12:dow5 -5.1186e-05 2.8720e-04 -0.1782 0.8585435
## hour13:dow5 -4.3820e-04 3.0170e-04 -1.4524 0.1463831
## hour14:dow5 -5.2778e-04 3.1282e-04 -1.6872 0.0915709 .
## hour15:dow5 -6.6298e-04 3.1695e-04 -2.0918 0.0364586 *
## hour16:dow5 -5.6939e-04 3.1332e-04 -1.8173 0.0691721 .
## hour17:dow5 -6.3001e-04 3.3776e-04 -1.8652 0.0621496 .
## hour18:dow5 -6.2135e-04 3.1501e-04 -1.9725 0.0485543 *
## hour19:dow5 -5.8246e-04 3.6495e-04 -1.5960 0.1104920
## hour20:dow5 -6.4599e-04 3.8347e-04 -1.6846 0.0920705 .
## hour21:dow5 -4.3351e-04 4.7631e-04 -0.9102 0.3627432
## hour22:dow5 5.4006e-05 5.5697e-04 0.0970 0.9227550
## hour23:dow5 1.0929e-03 3.3302e-04 3.2818 0.0010316 **
## hour1:dow6 -3.4622e-04 3.0979e-04 -1.1176 0.2637408
## hour2:dow6 2.7015e-05 2.7800e-04 0.0972 0.9225845
## hour3:dow6 9.7288e-05 2.7945e-04 0.3481 0.7277304
## hour4:dow6 3.0384e-04 2.9121e-04 1.0434 0.2967733
## hour5:dow6 1.9306e-04 2.5990e-04 0.7428 0.4575950
## hour6:dow6 -9.3871e-05 2.6429e-04 -0.3552 0.7224506
## hour7:dow6 -6.6517e-05 2.7298e-04 -0.2437 0.8074831
## hour8:dow6 -6.3045e-06 2.6761e-04 -0.0236 0.9812049
## hour9:dow6 -2.7533e-05 2.6788e-04 -0.1028 0.9181368
## hour10:dow6 1.4217e-04 2.5823e-04 0.5505 0.5819529
## hour11:dow6 -7.3508e-06 2.6375e-04 -0.0279 0.9777658
## hour12:dow6 2.7604e-06 2.7052e-04 0.0102 0.9918585
## hour13:dow6 -2.7087e-04 2.8696e-04 -0.9439 0.3452066
## hour14:dow6 -2.6909e-04 2.8778e-04 -0.9351 0.3497561
## hour15:dow6 -4.5207e-04 3.5554e-04 -1.2715 0.2035505
## hour16:dow6 -1.7085e-04 3.3339e-04 -0.5125 0.6083238
## hour17:dow6 -2.0252e-04 3.5708e-04 -0.5672 0.5706072
## hour18:dow6 -2.8956e-05 3.0709e-04 -0.0943 0.9248775
## hour19:dow6 -3.6337e-05 3.6368e-04 -0.0999 0.9204109
## hour20:dow6 2.3836e-04 3.6095e-04 0.6604 0.5090074
## hour21:dow6 4.0848e-04 3.4283e-04 1.1915 0.2334565
## hour22:dow6 1.0304e-03 3.8670e-04 2.6646 0.0077086 **
## hour23:dow6 1.6484e-03 3.5303e-04 4.6693 3.022e-06 ***
## hour1:dow7 -2.9091e-04 3.7829e-04 -0.7690 0.4418779
## hour2:dow7 8.4913e-05 3.2534e-04 0.2610 0.7940963
## hour3:dow7 2.3120e-04 3.0153e-04 0.7668 0.4432182
## hour4:dow7 3.3235e-04 3.3665e-04 0.9872 0.3235241
## hour5:dow7 3.5326e-04 3.0697e-04 1.1508 0.2498229
## hour6:dow7 -2.7991e-05 2.9365e-04 -0.0953 0.9240595
## hour7:dow7 -8.3269e-05 3.0095e-04 -0.2767 0.7820213
## hour8:dow7 5.6002e-05 2.9606e-04 0.1892 0.8499680
## hour9:dow7 -1.1360e-04 2.9223e-04 -0.3887 0.6974799
## hour10:dow7 -1.3749e-05 2.9083e-04 -0.0473 0.9622930
## hour11:dow7 7.1126e-05 2.9140e-04 0.2441 0.8071671
## hour12:dow7 4.4454e-04 3.1413e-04 1.4151 0.1570272
## hour13:dow7 6.6337e-04 3.3701e-04 1.9684 0.0490212 *
## hour14:dow7 7.5402e-04 3.4918e-04 2.1594 0.0308201 *
## hour15:dow7 6.9586e-04 4.1019e-04 1.6964 0.0898089 .
## hour16:dow7 5.5057e-04 3.4988e-04 1.5736 0.1155737
## hour17:dow7 8.0242e-04 3.6181e-04 2.2178 0.0265673 *
## hour18:dow7 8.4014e-04 3.4753e-04 2.4175 0.0156290 *
## hour19:dow7 8.1046e-04 3.9342e-04 2.0600 0.0393944 *
## hour20:dow7 6.6449e-04 3.7282e-04 1.7823 0.0746932 .
## hour21:dow7 5.8201e-04 3.4316e-04 1.6961 0.0898749 .
## hour22:dow7 8.2337e-04 3.7631e-04 2.1880 0.0286671 *
## hour23:dow7 1.1425e-03 3.6499e-04 3.1302 0.0017467 **
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Call:
## glm(formula = form, data = df)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -0.0027192 -0.0002153 0.0000460 0.0002071 0.0067121
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -9.025e-05 8.591e-05 -1.051 0.294
## lin1 7.549e-07 8.817e-07 0.856 0.393
## lin2 -2.596e-08 8.739e-07 -0.030 0.976
## postchange -1.321e-04 1.208e-04 -1.094 0.275
##
## (Dispersion parameter for gaussian family taken to be 3.071996e-07)
##
## Null deviance: 0.00010294 on 336 degrees of freedom
## Residual deviance: 0.00010230 on 333 degrees of freedom
## AIC: -4091.2
##
## Number of Fisher Scoring iterations: 2
##
##
## z test of coefficients:
##
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) -9.0252e-05 1.8805e-04 -0.4799 0.6313
## lin1 7.5488e-07 1.6648e-06 0.4534 0.6502
## lin2 -2.5964e-08 5.6534e-07 -0.0459 0.9634
## postchange -1.3212e-04 1.9957e-04 -0.6620 0.5080
## [1] "13 Regression for xbxchib model2 on 2016-10-11/purple/0-10%"
##
## Call:
## glm(formula = form, data = df)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -332.75 -32.00 -5.25 24.12 249.37
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## hour0 438.3750 21.7394 20.165 < 2e-16 ***
## hour1 413.3750 21.7394 19.015 < 2e-16 ***
## hour2 328.3750 21.7394 15.105 < 2e-16 ***
## hour3 316.3750 21.7394 14.553 < 2e-16 ***
## hour4 257.5000 21.7394 11.845 < 2e-16 ***
## hour5 216.3750 21.7394 9.953 < 2e-16 ***
## hour6 170.6250 21.7394 7.849 9.48e-15 ***
## hour7 107.1250 21.7394 4.928 9.52e-07 ***
## hour8 92.5000 21.7394 4.255 2.26e-05 ***
## hour9 69.2500 21.7394 3.185 0.001484 **
## hour10 76.5000 21.7394 3.519 0.000450 ***
## hour11 71.5000 21.7394 3.289 0.001036 **
## hour12 134.3750 21.7394 6.181 8.78e-10 ***
## hour13 175.7500 21.7394 8.084 1.55e-15 ***
## hour14 268.2857 23.2404 11.544 < 2e-16 ***
## hour15 314.8571 23.2404 13.548 < 2e-16 ***
## hour16 330.6250 21.7394 15.209 < 2e-16 ***
## hour17 350.0000 21.7394 16.100 < 2e-16 ***
## hour18 389.3750 21.7394 17.911 < 2e-16 ***
## hour19 408.1250 21.7394 18.773 < 2e-16 ***
## hour20 393.1250 21.7394 18.083 < 2e-16 ***
## hour21 411.2500 21.7394 18.917 < 2e-16 ***
## hour22 402.3750 21.7394 18.509 < 2e-16 ***
## hour23 385.0000 21.7394 17.710 < 2e-16 ***
## dow2 -34.8750 30.7442 -1.134 0.256877
## dow3 -52.1528 29.8780 -1.746 0.081157 .
## dow4 -15.1250 30.7442 -0.492 0.622838
## dow5 -22.5000 30.7442 -0.732 0.464410
## dow6 -47.2500 30.7442 -1.537 0.124595
## dow7 -80.1250 30.7442 -2.606 0.009273 **
## hour1:dow2 20.6250 43.4789 0.474 0.635326
## hour2:dow2 31.6250 43.4789 0.727 0.467149
## hour3:dow2 4.2500 43.4789 0.098 0.922149
## hour4:dow2 -3.6250 43.4789 -0.083 0.933569
## hour5:dow2 -25.5000 43.4789 -0.586 0.557659
## hour6:dow2 -29.8750 43.4789 -0.687 0.492147
## hour7:dow2 -8.0000 43.4789 -0.184 0.854047
## hour8:dow2 -2.0000 43.4789 -0.046 0.963319
## hour9:dow2 26.6250 43.4789 0.612 0.540415
## hour10:dow2 17.7500 43.4789 0.408 0.683169
## hour11:dow2 33.3750 43.4789 0.768 0.442872
## hour12:dow2 21.6250 43.4789 0.497 0.619023
## hour13:dow2 8.3750 43.4789 0.193 0.847288
## hour14:dow2 -45.9107 44.2485 -1.038 0.299687
## hour15:dow2 -46.1071 44.2485 -1.042 0.297625
## hour16:dow2 -38.7500 43.4789 -0.891 0.372986
## hour17:dow2 -42.7500 43.4789 -0.983 0.325695
## hour18:dow2 -51.7500 43.4789 -1.190 0.234197
## hour19:dow2 -61.0000 43.4789 -1.403 0.160889
## hour20:dow2 -9.2500 43.4789 -0.213 0.831561
## hour21:dow2 -7.6250 43.4789 -0.175 0.860817
## hour22:dow2 13.5000 43.4789 0.310 0.756240
## hour23:dow2 6.0000 43.4789 0.138 0.890266
## hour1:dow3 73.0278 42.8707 1.703 0.088752 .
## hour2:dow3 53.0278 42.8707 1.237 0.216365
## hour3:dow3 14.2778 42.8707 0.333 0.739162
## hour4:dow3 19.9028 42.8707 0.464 0.642555
## hour5:dow3 35.6528 42.8707 0.832 0.405786
## hour6:dow3 30.4028 42.8707 0.709 0.478359
## hour7:dow3 42.1528 42.8707 0.983 0.325687
## hour8:dow3 18.9028 42.8707 0.441 0.659349
## hour9:dow3 60.1528 42.8707 1.403 0.160848
## hour10:dow3 52.7778 42.8707 1.231 0.218537
## hour11:dow3 68.2778 42.8707 1.593 0.111512
## hour12:dow3 51.7778 42.8707 1.208 0.227383
## hour13:dow3 36.1528 42.8707 0.843 0.399235
## hour14:dow3 -25.1329 43.6511 -0.576 0.564882
## hour15:dow3 -16.7044 43.6511 -0.383 0.702027
## hour16:dow3 -12.4722 42.8707 -0.291 0.771160
## hour17:dow3 -20.2222 42.8707 -0.472 0.637228
## hour18:dow3 -25.3472 42.8707 -0.591 0.554469
## hour19:dow3 -34.4722 42.8707 -0.804 0.421505
## hour20:dow3 -0.9722 42.8707 -0.023 0.981911
## hour21:dow3 29.2778 42.8707 0.683 0.494786
## hour22:dow3 66.7778 42.8707 1.558 0.119587
## hour23:dow3 74.4028 42.8707 1.736 0.082914 .
## hour1:dow4 29.3750 43.4789 0.676 0.499419
## hour2:dow4 44.3750 43.4789 1.021 0.307651
## hour3:dow4 -20.8750 43.4789 -0.480 0.631233
## hour4:dow4 -5.0000 43.4789 -0.115 0.908466
## hour5:dow4 -23.8750 43.4789 -0.549 0.583030
## hour6:dow4 -37.1250 43.4789 -0.854 0.393356
## hour7:dow4 -14.5000 43.4789 -0.333 0.738820
## hour8:dow4 -16.7500 43.4789 -0.385 0.700126
## hour9:dow4 18.5000 43.4789 0.425 0.670555
## hour10:dow4 7.7500 43.4789 0.178 0.858560
## hour11:dow4 24.8750 43.4789 0.572 0.567353
## hour12:dow4 5.0000 43.4789 0.115 0.908466
## hour13:dow4 -10.3750 43.4789 -0.239 0.811441
## hour14:dow4 -58.2857 44.2485 -1.317 0.188018
## hour15:dow4 -76.6071 44.2485 -1.731 0.083664 .
## hour16:dow4 -74.3750 43.4789 -1.711 0.087421 .
## hour17:dow4 -81.5000 43.4789 -1.874 0.061115 .
## hour18:dow4 -80.3750 43.4789 -1.849 0.064769 .
## hour19:dow4 -88.0000 43.4789 -2.024 0.043201 *
## hour20:dow4 -50.5000 43.4789 -1.161 0.245683
## hour21:dow4 -53.5000 43.4789 -1.230 0.218765
## hour22:dow4 -27.5000 43.4789 -0.632 0.527190
## hour23:dow4 17.0000 43.4789 0.391 0.695873
## hour1:dow5 -17.3750 43.4789 -0.400 0.689510
## hour2:dow5 18.2500 43.4789 0.420 0.674750
## hour3:dow5 -12.5000 43.4789 -0.287 0.773784
## hour4:dow5 -7.3750 43.4789 -0.170 0.865336
## hour5:dow5 -15.3750 43.4789 -0.354 0.723688
## hour6:dow5 -25.3750 43.4789 -0.584 0.559591
## hour7:dow5 -2.8750 43.4789 -0.066 0.947290
## hour8:dow5 -18.1250 43.4789 -0.417 0.676851
## hour9:dow5 22.0000 43.4789 0.506 0.612957
## hour10:dow5 13.0000 43.4789 0.299 0.764997
## hour11:dow5 16.6250 43.4789 0.382 0.702257
## hour12:dow5 -14.3750 43.4789 -0.331 0.740991
## hour13:dow5 0.1250 43.4789 0.003 0.997707
## hour14:dow5 -82.5357 44.2485 -1.865 0.062394 .
## hour15:dow5 -102.3571 44.2485 -2.313 0.020883 *
## hour16:dow5 -84.7500 43.4789 -1.949 0.051509 .
## hour17:dow5 -101.5000 43.4789 -2.334 0.019740 *
## hour18:dow5 -114.1250 43.4789 -2.625 0.008782 **
## hour19:dow5 -103.0000 43.4789 -2.369 0.018000 *
## hour20:dow5 -56.2500 43.4789 -1.294 0.196014
## hour21:dow5 -30.8750 43.4789 -0.710 0.477775
## hour22:dow5 -18.1250 43.4789 -0.417 0.676851
## hour23:dow5 -5.6250 43.4789 -0.129 0.897085
## hour1:dow6 27.0000 43.4789 0.621 0.534727
## hour2:dow6 58.8750 43.4789 1.354 0.175965
## hour3:dow6 0.6250 43.4789 0.014 0.988533
## hour4:dow6 50.8750 43.4789 1.170 0.242197
## hour5:dow6 39.7500 43.4789 0.914 0.360781
## hour6:dow6 13.1250 43.4789 0.302 0.762804
## hour7:dow6 37.3750 43.4789 0.860 0.390179
## hour8:dow6 25.4643 44.2485 0.575 0.565075
## hour9:dow6 60.1429 44.2485 1.359 0.174344
## hour10:dow6 45.4643 44.2485 1.027 0.304409
## hour11:dow6 43.7500 44.2485 0.989 0.322998
## hour12:dow6 4.6250 43.4789 0.106 0.915304
## hour13:dow6 38.8750 43.4789 0.894 0.371446
## hour14:dow6 -42.7857 44.2485 -0.967 0.333774
## hour15:dow6 -65.9821 44.2485 -1.491 0.136187
## hour16:dow6 -38.6250 43.4789 -0.888 0.374529
## hour17:dow6 -68.5000 43.4789 -1.575 0.115418
## hour18:dow6 -72.1250 43.4789 -1.659 0.097415 .
## hour19:dow6 -68.1250 43.4789 -1.567 0.117421
## hour20:dow6 -2.0179 44.2485 -0.046 0.963635
## hour21:dow6 -33.1667 45.2542 -0.733 0.463769
## hour22:dow6 7.3036 44.2485 0.165 0.868927
## hour23:dow6 9.1250 43.4789 0.210 0.833804
## hour1:dow7 41.6250 43.4789 0.957 0.338583
## hour2:dow7 78.2500 43.4789 1.800 0.072163 .
## hour3:dow7 52.8750 43.4789 1.216 0.224190
## hour4:dow7 92.8750 43.4789 2.136 0.032880 *
## hour5:dow7 79.3750 43.4789 1.826 0.068166 .
## hour6:dow7 57.6250 43.4789 1.325 0.185313
## hour7:dow7 64.8750 43.4789 1.492 0.135943
## hour8:dow7 60.3750 43.4789 1.389 0.165218
## hour9:dow7 92.2500 43.4789 2.122 0.034072 *
## hour10:dow7 84.0000 43.4789 1.932 0.053605 .
## hour11:dow7 93.6250 43.4789 2.153 0.031496 *
## hour12:dow7 88.3750 43.4789 2.033 0.042320 *
## hour13:dow7 124.1250 43.4789 2.855 0.004382 **
## hour14:dow7 90.5536 45.0049 2.012 0.044441 *
## hour15:dow7 130.2679 45.0049 2.895 0.003868 **
## hour16:dow7 102.1250 43.4789 2.349 0.018998 *
## hour17:dow7 99.6250 43.4789 2.291 0.022121 *
## hour18:dow7 107.6250 43.4789 2.475 0.013452 *
## hour19:dow7 89.1250 43.4789 2.050 0.040603 *
## hour20:dow7 104.8750 43.4789 2.412 0.016015 *
## hour21:dow7 130.2500 43.4789 2.996 0.002796 **
## hour22:dow7 164.3750 43.4789 3.781 0.000164 ***
## hour23:dow7 82.0000 43.4789 1.886 0.059547 .
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for gaussian family taken to be 3780.824)
##
## Null deviance: 102908002 on 1333 degrees of freedom
## Residual deviance: 4404659 on 1165 degrees of freedom
## AIC: 14922
##
## Number of Fisher Scoring iterations: 2
##
##
## z test of coefficients:
##
## Estimate Std. Error z value Pr(>|z|)
## hour0 438.37500 24.32846 18.0190 < 2.2e-16 ***
## hour1 413.37500 21.84171 18.9259 < 2.2e-16 ***
## hour2 328.37500 9.91605 33.1155 < 2.2e-16 ***
## hour3 316.37500 15.10614 20.9435 < 2.2e-16 ***
## hour4 257.50000 13.92120 18.4970 < 2.2e-16 ***
## hour5 216.37500 15.17816 14.2557 < 2.2e-16 ***
## hour6 170.62500 10.15829 16.7966 < 2.2e-16 ***
## hour7 107.12500 4.84478 22.1114 < 2.2e-16 ***
## hour8 92.50000 5.71676 16.1805 < 2.2e-16 ***
## hour9 69.25000 5.94594 11.6466 < 2.2e-16 ***
## hour10 76.50000 7.80799 9.7977 < 2.2e-16 ***
## hour11 71.50000 6.02435 11.8685 < 2.2e-16 ***
## hour12 134.37500 15.31885 8.7719 < 2.2e-16 ***
## hour13 175.75000 20.42365 8.6052 < 2.2e-16 ***
## hour14 268.28571 36.50913 7.3485 2.005e-13 ***
## hour15 314.85714 39.83613 7.9038 2.705e-15 ***
## hour16 330.62500 32.40403 10.2032 < 2.2e-16 ***
## hour17 350.00000 26.24932 13.3337 < 2.2e-16 ***
## hour18 389.37500 27.62771 14.0936 < 2.2e-16 ***
## hour19 408.12500 30.41321 13.4193 < 2.2e-16 ***
## hour20 393.12500 31.76856 12.3747 < 2.2e-16 ***
## hour21 411.25000 34.32025 11.9827 < 2.2e-16 ***
## hour22 402.37500 36.98701 10.8788 < 2.2e-16 ***
## hour23 385.00000 25.22612 15.2620 < 2.2e-16 ***
## dow2 -34.87500 38.15335 -0.9141 0.360678
## dow3 -52.15278 33.72473 -1.5464 0.122002
## dow4 -15.12500 35.12295 -0.4306 0.666737
## dow5 -22.50000 38.95532 -0.5776 0.563544
## dow6 -47.25000 33.73899 -1.4005 0.161377
## dow7 -80.12500 33.27603 -2.4079 0.016045 *
## hour1:dow2 20.62500 49.05818 0.4204 0.674179
## hour2:dow2 31.62500 43.50237 0.7270 0.467243
## hour3:dow2 4.25000 47.44242 0.0896 0.928619
## hour4:dow2 -3.62500 43.27435 -0.0838 0.933241
## hour5:dow2 -25.50000 42.33963 -0.6023 0.546993
## hour6:dow2 -29.87500 39.94862 -0.7478 0.454559
## hour7:dow2 -8.00000 39.58031 -0.2021 0.839822
## hour8:dow2 -2.00000 38.87285 -0.0514 0.958967
## hour9:dow2 26.62500 39.28360 0.6778 0.497921
## hour10:dow2 17.75000 39.20168 0.4528 0.650702
## hour11:dow2 33.37500 39.02344 0.8553 0.392410
## hour12:dow2 21.62500 42.46252 0.5093 0.610561
## hour13:dow2 8.37500 44.70315 0.1873 0.851389
## hour14:dow2 -45.91071 55.44820 -0.8280 0.407675
## hour15:dow2 -46.10714 59.34461 -0.7769 0.437195
## hour16:dow2 -38.75000 58.30403 -0.6646 0.506294
## hour17:dow2 -42.75000 52.31334 -0.8172 0.413819
## hour18:dow2 -51.75000 55.11932 -0.9389 0.347796
## hour19:dow2 -61.00000 56.55709 -1.0786 0.280786
## hour20:dow2 -9.25000 58.43589 -0.1583 0.874226
## hour21:dow2 -7.62500 55.72186 -0.1368 0.891157
## hour22:dow2 13.50000 57.66208 0.2341 0.814890
## hour23:dow2 6.00000 50.09784 0.1198 0.904669
## hour1:dow3 73.02778 53.71598 1.3595 0.173983
## hour2:dow3 53.02778 43.78251 1.2112 0.225833
## hour3:dow3 14.27778 46.37363 0.3079 0.758169
## hour4:dow3 19.90278 40.49089 0.4915 0.623047
## hour5:dow3 35.65278 40.42665 0.8819 0.377824
## hour6:dow3 30.40278 39.38321 0.7720 0.440130
## hour7:dow3 42.15278 37.23339 1.1321 0.257583
## hour8:dow3 18.90278 34.54169 0.5472 0.584210
## hour9:dow3 60.15278 34.98845 1.7192 0.085575 .
## hour10:dow3 52.77778 35.34430 1.4932 0.135372
## hour11:dow3 68.27778 35.34202 1.9319 0.053370 .
## hour12:dow3 51.77778 38.14045 1.3576 0.174605
## hour13:dow3 36.15278 43.90721 0.8234 0.410286
## hour14:dow3 -25.13294 52.97734 -0.4744 0.635208
## hour15:dow3 -16.70437 60.17899 -0.2776 0.781336
## hour16:dow3 -12.47222 55.39588 -0.2251 0.821865
## hour17:dow3 -20.22222 47.67690 -0.4242 0.671455
## hour18:dow3 -25.34722 53.81796 -0.4710 0.637655
## hour19:dow3 -34.47222 55.94775 -0.6162 0.537795
## hour20:dow3 -0.97222 58.35706 -0.0167 0.986708
## hour21:dow3 29.27778 57.98218 0.5049 0.613598
## hour22:dow3 66.77778 57.46471 1.1621 0.245209
## hour23:dow3 74.40278 51.02000 1.4583 0.144756
## hour1:dow4 29.37500 53.58383 0.5482 0.583550
## hour2:dow4 44.37500 56.17438 0.7900 0.429557
## hour3:dow4 -20.87500 50.04042 -0.4172 0.676559
## hour4:dow4 -5.00000 42.52660 -0.1176 0.906406
## hour5:dow4 -23.87500 42.60679 -0.5604 0.575236
## hour6:dow4 -37.12500 37.71439 -0.9844 0.324933
## hour7:dow4 -14.50000 35.67519 -0.4064 0.684416
## hour8:dow4 -16.75000 36.03842 -0.4648 0.642088
## hour9:dow4 18.50000 36.23125 0.5106 0.609625
## hour10:dow4 7.75000 36.50740 0.2123 0.831884
## hour11:dow4 24.87500 36.53545 0.6808 0.495969
## hour12:dow4 5.00000 41.12011 0.1216 0.903220
## hour13:dow4 -10.37500 42.55205 -0.2438 0.807371
## hour14:dow4 -58.28571 53.52982 -1.0888 0.276222
## hour15:dow4 -76.60714 60.09743 -1.2747 0.202410
## hour16:dow4 -74.37500 51.34236 -1.4486 0.147447
## hour17:dow4 -81.50000 49.03898 -1.6619 0.096524 .
## hour18:dow4 -80.37500 51.82102 -1.5510 0.120899
## hour19:dow4 -88.00000 50.29293 -1.7497 0.080162 .
## hour20:dow4 -50.50000 54.66187 -0.9239 0.355558
## hour21:dow4 -53.50000 52.20575 -1.0248 0.305462
## hour22:dow4 -27.50000 74.16389 -0.3708 0.710786
## hour23:dow4 17.00000 50.67505 0.3355 0.737270
## hour1:dow5 -17.37500 51.51141 -0.3373 0.735888
## hour2:dow5 18.25000 48.15202 0.3790 0.704682
## hour3:dow5 -12.50000 51.89934 -0.2409 0.809671
## hour4:dow5 -7.37500 46.60741 -0.1582 0.874270
## hour5:dow5 -15.37500 42.56218 -0.3612 0.717923
## hour6:dow5 -25.37500 40.83464 -0.6214 0.534331
## hour7:dow5 -2.87500 39.51225 -0.0728 0.941995
## hour8:dow5 -18.12500 39.46482 -0.4593 0.646040
## hour9:dow5 22.00000 39.84716 0.5521 0.580873
## hour10:dow5 13.00000 39.88640 0.3259 0.744481
## hour11:dow5 16.62500 39.73323 0.4184 0.675643
## hour12:dow5 -14.37500 42.50123 -0.3382 0.735193
## hour13:dow5 0.12500 46.40010 0.0027 0.997851
## hour14:dow5 -82.53571 54.12700 -1.5249 0.127296
## hour15:dow5 -102.35714 57.34551 -1.7849 0.074274 .
## hour16:dow5 -84.75000 52.69688 -1.6083 0.107779
## hour17:dow5 -101.50000 49.57011 -2.0476 0.040599 *
## hour18:dow5 -114.12500 50.61466 -2.2548 0.024147 *
## hour19:dow5 -103.00000 51.09442 -2.0159 0.043813 *
## hour20:dow5 -56.25000 55.83671 -1.0074 0.313742
## hour21:dow5 -30.87500 54.15202 -0.5702 0.568573
## hour22:dow5 -18.12500 58.42325 -0.3102 0.756381
## hour23:dow5 -5.62500 55.01484 -0.1022 0.918562
## hour1:dow6 27.00000 49.25946 0.5481 0.583611
## hour2:dow6 58.87500 38.86615 1.5148 0.129819
## hour3:dow6 0.62500 43.32973 0.0144 0.988491
## hour4:dow6 50.87500 42.77692 1.1893 0.234318
## hour5:dow6 39.75000 41.70438 0.9531 0.340521
## hour6:dow6 13.12500 37.48032 0.3502 0.726201
## hour7:dow6 37.37500 34.82486 1.0732 0.283169
## hour8:dow6 25.46429 34.79489 0.7318 0.464266
## hour9:dow6 60.14286 35.24494 1.7064 0.087929 .
## hour10:dow6 45.46429 35.31157 1.2875 0.197914
## hour11:dow6 43.75000 35.49362 1.2326 0.217719
## hour12:dow6 4.62500 37.89009 0.1221 0.902849
## hour13:dow6 38.87500 40.52039 0.9594 0.337361
## hour14:dow6 -42.78571 51.73668 -0.8270 0.408243
## hour15:dow6 -65.98214 53.23000 -1.2396 0.215136
## hour16:dow6 -38.62500 49.55088 -0.7795 0.435684
## hour17:dow6 -68.50000 43.96912 -1.5579 0.119254
## hour18:dow6 -72.12500 53.15394 -1.3569 0.174811
## hour19:dow6 -68.12500 52.56111 -1.2961 0.194937
## hour20:dow6 -2.01786 55.11303 -0.0366 0.970794
## hour21:dow6 -33.16667 53.78987 -0.6166 0.537501
## hour22:dow6 7.30357 64.19494 0.1138 0.909419
## hour23:dow6 9.12500 52.57853 0.1735 0.862219
## hour1:dow7 41.62500 51.73712 0.8045 0.421080
## hour2:dow7 78.25000 36.76627 2.1283 0.033311 *
## hour3:dow7 52.87500 39.51157 1.3382 0.180826
## hour4:dow7 92.87500 38.88782 2.3883 0.016927 *
## hour5:dow7 79.37500 38.26500 2.0743 0.038047 *
## hour6:dow7 57.62500 35.57429 1.6198 0.105265
## hour7:dow7 64.87500 34.60651 1.8746 0.060841 .
## hour8:dow7 60.37500 34.23925 1.7633 0.077845 .
## hour9:dow7 92.25000 34.10948 2.7045 0.006840 **
## hour10:dow7 84.00000 34.90182 2.4068 0.016095 *
## hour11:dow7 93.62500 34.37279 2.7238 0.006453 **
## hour12:dow7 88.37500 37.72624 2.3425 0.019153 *
## hour13:dow7 124.12500 42.74572 2.9038 0.003687 **
## hour14:dow7 90.55357 59.42909 1.5237 0.127577
## hour15:dow7 130.26786 62.04836 2.0995 0.035777 *
## hour16:dow7 102.12500 57.21033 1.7851 0.074248 .
## hour17:dow7 99.62500 52.40343 1.9011 0.057287 .
## hour18:dow7 107.62500 60.21086 1.7875 0.073862 .
## hour19:dow7 89.12500 56.80357 1.5690 0.116647
## hour20:dow7 104.87500 56.52497 1.8554 0.063543 .
## hour21:dow7 130.25000 56.34370 2.3117 0.020794 *
## hour22:dow7 164.37500 56.55280 2.9066 0.003654 **
## hour23:dow7 82.00000 45.36245 1.8077 0.070659 .
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Call:
## glm(formula = form, data = df)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -121.10 -20.52 3.02 18.72 146.70
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -23.88038 5.38649 -4.433 1.27e-05 ***
## lin1 -0.22794 0.05877 -3.879 0.000127 ***
## lin2 0.17504 0.05313 3.295 0.001094 **
## postchange -17.51689 7.45964 -2.348 0.019466 *
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for gaussian family taken to be 1135.219)
##
## Null deviance: 431865 on 326 degrees of freedom
## Residual deviance: 366676 on 323 degrees of freedom
## AIC: 3234.3
##
## Number of Fisher Scoring iterations: 2
##
##
## z test of coefficients:
##
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) -23.880379 4.938967 -4.8351 1.331e-06 ***
## lin1 -0.227944 0.060363 -3.7762 0.0001592 ***
## lin2 0.175042 0.052351 3.3436 0.0008270 ***
## postchange -17.516885 7.612259 -2.3011 0.0213836 *
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [1] "14 Regression for xbxchib model2 on 2016-10-18/purple/10-30%"
##
## Call:
## glm(formula = form, data = df)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -310.250 -27.219 -4.714 22.375 270.125
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## hour0 420.8571 20.6697 20.361 < 2e-16 ***
## hour1 397.4286 20.6697 19.228 < 2e-16 ***
## hour2 326.0000 20.6697 15.772 < 2e-16 ***
## hour3 306.2857 20.6697 14.818 < 2e-16 ***
## hour4 246.8571 20.6697 11.943 < 2e-16 ***
## hour5 208.4286 20.6697 10.084 < 2e-16 ***
## hour6 164.8571 20.6697 7.976 3.65e-15 ***
## hour7 102.7143 20.6697 4.969 7.74e-07 ***
## hour8 91.0000 20.6697 4.403 1.17e-05 ***
## hour9 66.7143 20.6697 3.228 0.001284 **
## hour10 74.8571 20.6697 3.622 0.000306 ***
## hour11 69.4286 20.6697 3.359 0.000808 ***
## hour12 125.5714 20.6697 6.075 1.68e-09 ***
## hour13 164.2857 20.6697 7.948 4.52e-15 ***
## hour14 248.5000 22.3258 11.131 < 2e-16 ***
## hour15 284.8333 22.3258 12.758 < 2e-16 ***
## hour16 315.3750 19.3347 16.311 < 2e-16 ***
## hour17 338.7500 19.3347 17.520 < 2e-16 ***
## hour18 370.6250 19.3347 19.169 < 2e-16 ***
## hour19 393.7500 19.3347 20.365 < 2e-16 ***
## hour20 383.2500 19.3347 19.822 < 2e-16 ***
## hour21 399.0000 19.3347 20.636 < 2e-16 ***
## hour22 387.2500 19.3347 20.029 < 2e-16 ***
## hour23 371.0000 19.3347 19.188 < 2e-16 ***
## dow2 -34.3571 28.3031 -1.214 0.225037
## dow3 -43.1905 27.5596 -1.567 0.117353
## dow4 -14.3571 28.3031 -0.507 0.612068
## dow5 -27.8571 28.3031 -0.984 0.325205
## dow6 -52.7321 28.3031 -1.863 0.062702 .
## dow7 -77.1071 28.3031 -2.724 0.006542 **
## hour1:dow2 31.0536 40.0267 0.776 0.438015
## hour2:dow2 34.8571 40.0267 0.871 0.384020
## hour3:dow2 16.4464 40.0267 0.411 0.681233
## hour4:dow2 -1.5000 40.0267 -0.037 0.970113
## hour5:dow2 -10.5714 40.0267 -0.264 0.791743
## hour6:dow2 -17.0000 40.0267 -0.425 0.671123
## hour7:dow2 -2.7321 40.0267 -0.068 0.945592
## hour8:dow2 -0.7679 40.0267 -0.019 0.984698
## hour9:dow2 27.6429 40.0267 0.691 0.489951
## hour10:dow2 17.7500 40.0267 0.443 0.657521
## hour11:dow2 33.4286 40.0267 0.835 0.403804
## hour12:dow2 20.2857 40.0267 0.507 0.612390
## hour13:dow2 10.1964 40.0267 0.255 0.798969
## hour14:dow2 -44.1429 40.9065 -1.079 0.280764
## hour15:dow2 -38.1012 40.9065 -0.931 0.351832
## hour16:dow2 -50.1429 39.3539 -1.274 0.202869
## hour17:dow2 -53.3929 39.3539 -1.357 0.175133
## hour18:dow2 -59.8929 39.3539 -1.522 0.128310
## hour19:dow2 -76.2679 39.3539 -1.938 0.052870 .
## hour20:dow2 -32.1429 39.3539 -0.817 0.414234
## hour21:dow2 -14.6429 39.3539 -0.372 0.709901
## hour22:dow2 18.1071 39.3539 0.460 0.645525
## hour23:dow2 27.3571 39.3539 0.695 0.487098
## hour1:dow3 61.0119 39.5044 1.544 0.122761
## hour2:dow3 54.6905 39.5044 1.384 0.166502
## hour3:dow3 17.6548 39.5044 0.447 0.655028
## hour4:dow3 15.8333 39.5044 0.401 0.688643
## hour5:dow3 33.8869 39.5044 0.858 0.391183
## hour6:dow3 25.0833 39.5044 0.635 0.525588
## hour7:dow3 36.9762 39.5044 0.936 0.349470
## hour8:dow3 13.8155 39.5044 0.350 0.726613
## hour9:dow3 50.1012 39.5044 1.268 0.204970
## hour10:dow3 40.3333 39.5044 1.021 0.307479
## hour11:dow3 56.1369 39.5044 1.421 0.155581
## hour12:dow3 44.6190 39.5044 1.129 0.258937
## hour13:dow3 37.7798 39.5044 0.956 0.339101
## hour14:dow3 -19.9345 40.3956 -0.493 0.621767
## hour15:dow3 0.2321 40.3956 0.006 0.995416
## hour16:dow3 -4.1845 38.8226 -0.108 0.914185
## hour17:dow3 -28.5595 38.8226 -0.736 0.462100
## hour18:dow3 -18.1845 38.8226 -0.468 0.639588
## hour19:dow3 -39.8095 38.8226 -1.025 0.305381
## hour20:dow3 -11.3095 38.8226 -0.291 0.770865
## hour21:dow3 20.5655 38.8226 0.530 0.596402
## hour22:dow3 56.1905 38.8226 1.447 0.148069
## hour23:dow3 67.6905 38.8226 1.744 0.081501 .
## hour1:dow4 25.8036 40.0267 0.645 0.519277
## hour2:dow4 25.2321 40.0267 0.630 0.528570
## hour3:dow4 -24.4286 40.0267 -0.610 0.541780
## hour4:dow4 -8.1250 40.0267 -0.203 0.839179
## hour5:dow4 -23.5714 40.0267 -0.589 0.556050
## hour6:dow4 -33.8750 40.0267 -0.846 0.397557
## hour7:dow4 -11.3571 40.0267 -0.284 0.776662
## hour8:dow4 -17.3929 40.0267 -0.435 0.663985
## hour9:dow4 14.8929 40.0267 0.372 0.709907
## hour10:dow4 4.7500 40.0267 0.119 0.905557
## hour11:dow4 24.6786 40.0267 0.617 0.537652
## hour12:dow4 2.2857 40.0267 0.057 0.954472
## hour13:dow4 -11.9286 40.0267 -0.298 0.765746
## hour14:dow4 -52.1429 40.9065 -1.275 0.202680
## hour15:dow4 -62.6012 40.9065 -1.530 0.126207
## hour16:dow4 -77.3929 39.3539 -1.967 0.049473 *
## hour17:dow4 -83.1429 39.3539 -2.113 0.034843 *
## hour18:dow4 -81.1429 39.3539 -2.062 0.039445 *
## hour19:dow4 -95.7679 39.3539 -2.434 0.015106 *
## hour20:dow4 -65.8929 39.3539 -1.674 0.094333 .
## hour21:dow4 -60.6429 39.3539 -1.541 0.123603
## hour22:dow4 -35.6429 39.3539 -0.906 0.365285
## hour23:dow4 16.9821 39.3539 0.432 0.666169
## hour1:dow5 -7.3214 40.0267 -0.183 0.854898
## hour2:dow5 17.7321 40.0267 0.443 0.657844
## hour3:dow5 2.1964 40.0267 0.055 0.956248
## hour4:dow5 4.8750 40.0267 0.122 0.903084
## hour5:dow5 -3.0714 40.0267 -0.077 0.938848
## hour6:dow5 -14.3750 40.0267 -0.359 0.719560
## hour7:dow5 5.8929 40.0267 0.147 0.882982
## hour8:dow5 -9.1429 40.0267 -0.228 0.819361
## hour9:dow5 28.1429 40.0267 0.703 0.482135
## hour10:dow5 17.2500 40.0267 0.431 0.666577
## hour11:dow5 23.9286 40.0267 0.598 0.550082
## hour12:dow5 -5.0893 40.0267 -0.127 0.898846
## hour13:dow5 7.0714 40.0267 0.177 0.859801
## hour14:dow5 -62.6429 40.9065 -1.531 0.125956
## hour15:dow5 -80.9762 40.9065 -1.980 0.047995 *
## hour16:dow5 -81.2679 39.3539 -2.065 0.039143 *
## hour17:dow5 -96.8929 39.3539 -2.462 0.013960 *
## hour18:dow5 -108.6429 39.3539 -2.761 0.005861 **
## hour19:dow5 -95.8929 39.3539 -2.437 0.014975 *
## hour20:dow5 -59.1429 39.3539 -1.503 0.133155
## hour21:dow5 -33.2679 39.3539 -0.845 0.398092
## hour22:dow5 -17.7679 39.3539 -0.451 0.651723
## hour23:dow5 0.2321 39.3539 0.006 0.995294
## hour1:dow6 22.8036 40.0267 0.570 0.568987
## hour2:dow6 55.2321 40.0267 1.380 0.167893
## hour3:dow6 4.9464 40.0267 0.124 0.901671
## hour4:dow6 49.7500 40.0267 1.243 0.214152
## hour5:dow6 42.8036 40.0267 1.069 0.285126
## hour6:dow6 22.1250 40.0267 0.553 0.580538
## hour7:dow6 47.1429 40.0267 1.178 0.239127
## hour8:dow6 31.4464 40.6883 0.773 0.439764
## hour9:dow6 62.0179 40.6883 1.524 0.127731
## hour10:dow6 46.1607 40.6883 1.134 0.256825
## hour11:dow6 45.5893 40.6883 1.120 0.262757
## hour12:dow6 14.7857 40.0267 0.369 0.711901
## hour13:dow6 44.5714 40.0267 1.114 0.265710
## hour14:dow6 -26.1429 40.9065 -0.639 0.522894
## hour15:dow6 -34.8512 40.9065 -0.852 0.394408
## hour16:dow6 -23.3929 39.3539 -0.594 0.552347
## hour17:dow6 -44.8929 39.3539 -1.141 0.254214
## hour18:dow6 -71.2679 39.3539 -1.811 0.070412 .
## hour19:dow6 -64.6429 39.3539 -1.643 0.100740
## hour20:dow6 -5.5179 40.0267 -0.138 0.890380
## hour21:dow6 -10.7679 40.9065 -0.263 0.792420
## hour22:dow6 0.7679 40.0267 0.019 0.984698
## hour23:dow6 9.9821 39.3539 0.254 0.799811
## hour1:dow7 29.1786 40.0267 0.729 0.466165
## hour2:dow7 66.6071 40.0267 1.664 0.096373 .
## hour3:dow7 41.5714 40.0267 1.039 0.299214
## hour4:dow7 68.8750 40.0267 1.721 0.085571 .
## hour5:dow7 52.9286 40.0267 1.322 0.186322
## hour6:dow7 45.3750 40.0267 1.134 0.257192
## hour7:dow7 60.3929 40.0267 1.509 0.131623
## hour8:dow7 59.6071 40.0267 1.489 0.136715
## hour9:dow7 94.0179 40.0267 2.349 0.019000 *
## hour10:dow7 78.2500 40.0267 1.955 0.050833 .
## hour11:dow7 94.5536 40.0267 2.362 0.018331 *
## hour12:dow7 82.9107 40.0267 2.071 0.038547 *
## hour13:dow7 108.1964 40.0267 2.703 0.006971 **
## hour14:dow7 74.6071 41.5541 1.795 0.072851 .
## hour15:dow7 129.2738 41.5541 3.111 0.001911 **
## hour16:dow7 92.3571 39.3539 2.347 0.019104 *
## hour17:dow7 81.9286 40.0267 2.047 0.040901 *
## hour18:dow7 92.0536 40.0267 2.300 0.021639 *
## hour19:dow7 77.2143 40.0267 1.929 0.053970 .
## hour20:dow7 89.2857 40.0267 2.231 0.025898 *
## hour21:dow7 118.3929 40.0267 2.958 0.003162 **
## hour22:dow7 165.2857 40.0267 4.129 3.90e-05 ***
## hour23:dow7 84.8214 40.0267 2.119 0.034295 *
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for gaussian family taken to be 2990.652)
##
## Null deviance: 91430619 on 1310 degrees of freedom
## Residual deviance: 3415325 on 1142 degrees of freedom
## AIC: 14360
##
## Number of Fisher Scoring iterations: 2
##
##
## z test of coefficients:
##
## Estimate Std. Error z value Pr(>|z|)
## hour0 420.85714 19.30580 21.7995 < 2.2e-16 ***
## hour1 397.42857 17.06788 23.2852 < 2.2e-16 ***
## hour2 326.00000 11.01633 29.5924 < 2.2e-16 ***
## hour3 306.28571 12.85915 23.8185 < 2.2e-16 ***
## hour4 246.85714 10.26028 24.0595 < 2.2e-16 ***
## hour5 208.42857 14.79462 14.0881 < 2.2e-16 ***
## hour6 164.85714 9.56598 17.2337 < 2.2e-16 ***
## hour7 102.71429 2.28704 44.9114 < 2.2e-16 ***
## hour8 91.00000 6.31225 14.4164 < 2.2e-16 ***
## hour9 66.71429 6.15343 10.8418 < 2.2e-16 ***
## hour10 74.85714 8.73448 8.5703 < 2.2e-16 ***
## hour11 69.42857 6.47286 10.7261 < 2.2e-16 ***
## hour12 125.57143 14.34145 8.7558 < 2.2e-16 ***
## hour13 164.28571 19.33644 8.4962 < 2.2e-16 ***
## hour14 248.50000 35.98533 6.9056 4.999e-12 ***
## hour15 284.83333 30.96893 9.1974 < 2.2e-16 ***
## hour16 315.37500 24.80626 12.7135 < 2.2e-16 ***
## hour17 338.75000 17.82528 19.0039 < 2.2e-16 ***
## hour18 370.62500 18.45098 20.0870 < 2.2e-16 ***
## hour19 393.75000 22.55276 17.4591 < 2.2e-16 ***
## hour20 383.25000 25.07205 15.2859 < 2.2e-16 ***
## hour21 399.00000 28.80983 13.8494 < 2.2e-16 ***
## hour22 387.25000 32.56634 11.8911 < 2.2e-16 ***
## hour23 371.00000 20.91000 17.7427 < 2.2e-16 ***
## dow2 -34.35714 31.31012 -1.0973 0.272503
## dow3 -43.19048 29.09295 -1.4846 0.137658
## dow4 -14.35714 31.86675 -0.4505 0.652323
## dow5 -27.85714 35.69392 -0.7804 0.435129
## dow6 -52.73214 25.05702 -2.1045 0.035336 *
## dow7 -77.10714 27.57781 -2.7960 0.005174 **
## hour1:dow2 31.05357 40.74599 0.7621 0.445985
## hour2:dow2 34.85714 38.34122 0.9091 0.363282
## hour3:dow2 16.44643 41.91979 0.3923 0.694814
## hour4:dow2 -1.50000 34.62994 -0.0433 0.965450
## hour5:dow2 -10.57143 37.46185 -0.2822 0.777796
## hour6:dow2 -17.00000 34.16987 -0.4975 0.618826
## hour7:dow2 -2.73214 32.97348 -0.0829 0.933964
## hour8:dow2 -0.76786 32.30745 -0.0238 0.981038
## hour9:dow2 27.64286 32.70300 0.8453 0.397960
## hour10:dow2 17.75000 32.77674 0.5415 0.588134
## hour11:dow2 33.42857 32.47393 1.0294 0.303293
## hour12:dow2 20.28571 35.80402 0.5666 0.571002
## hour13:dow2 10.19643 37.93058 0.2688 0.788070
## hour14:dow2 -44.14286 49.60116 -0.8900 0.373489
## hour15:dow2 -38.10119 47.02062 -0.8103 0.417763
## hour16:dow2 -50.14286 43.88034 -1.1427 0.253156
## hour17:dow2 -53.39286 40.51386 -1.3179 0.187540
## hour18:dow2 -59.89286 41.73256 -1.4352 0.151242
## hour19:dow2 -76.26786 42.04462 -1.8140 0.069682 .
## hour20:dow2 -32.14286 47.09377 -0.6825 0.494905
## hour21:dow2 -14.64286 46.37331 -0.3158 0.752184
## hour22:dow2 18.10714 50.28938 0.3601 0.718803
## hour23:dow2 27.35714 42.28090 0.6470 0.517611
## hour1:dow3 61.01190 48.76344 1.2512 0.210868
## hour2:dow3 54.69048 40.79239 1.3407 0.180017
## hour3:dow3 17.65476 42.33031 0.4171 0.676626
## hour4:dow3 15.83333 35.35372 0.4479 0.654258
## hour5:dow3 33.88690 36.49067 0.9286 0.353073
## hour6:dow3 25.08333 35.39818 0.7086 0.478570
## hour7:dow3 36.97619 32.83736 1.1260 0.260148
## hour8:dow3 13.81548 30.11164 0.4588 0.646372
## hour9:dow3 50.10119 30.74356 1.6296 0.103176
## hour10:dow3 40.33333 31.39374 1.2848 0.198877
## hour11:dow3 56.13690 31.14353 1.8025 0.071463 .
## hour12:dow3 44.61905 34.05949 1.3100 0.190185
## hour13:dow3 37.77976 39.95704 0.9455 0.344399
## hour14:dow3 -19.93452 49.87682 -0.3997 0.689396
## hour15:dow3 0.23214 52.41096 0.0044 0.996466
## hour16:dow3 -4.18452 48.26827 -0.0867 0.930916
## hour17:dow3 -28.55952 39.14311 -0.7296 0.465624
## hour18:dow3 -18.18452 46.72130 -0.3892 0.697119
## hour19:dow3 -39.80952 48.97149 -0.8129 0.416268
## hour20:dow3 -11.30952 51.04983 -0.2215 0.824673
## hour21:dow3 20.56548 52.81092 0.3894 0.696968
## hour22:dow3 56.19048 52.77919 1.0646 0.287042
## hour23:dow3 67.69048 45.30231 1.4942 0.135125
## hour1:dow4 25.80357 51.57359 0.5003 0.616846
## hour2:dow4 25.23214 54.41165 0.4637 0.642843
## hour3:dow4 -24.42857 47.85503 -0.5105 0.609722
## hour4:dow4 -8.12500 39.99106 -0.2032 0.839002
## hour5:dow4 -23.57143 40.01583 -0.5891 0.555826
## hour6:dow4 -33.87500 34.62007 -0.9785 0.327838
## hour7:dow4 -11.35714 32.17791 -0.3529 0.724127
## hour8:dow4 -17.39286 32.96175 -0.5277 0.597730
## hour9:dow4 14.89286 33.20380 0.4485 0.653772
## hour10:dow4 4.75000 33.75997 0.1407 0.888108
## hour11:dow4 24.67857 33.59635 0.7346 0.462607
## hour12:dow4 2.28571 38.28187 0.0597 0.952389
## hour13:dow4 -11.92857 39.72740 -0.3003 0.763978
## hour14:dow4 -52.14286 51.66180 -1.0093 0.312825
## hour15:dow4 -62.60119 53.53630 -1.1693 0.242274
## hour16:dow4 -77.39286 46.00539 -1.6823 0.092519 .
## hour17:dow4 -83.14286 42.24549 -1.9681 0.049058 *
## hour18:dow4 -81.14286 46.43719 -1.7474 0.080574 .
## hour19:dow4 -95.76786 44.29595 -2.1620 0.030618 *
## hour20:dow4 -65.89286 47.53217 -1.3863 0.165662
## hour21:dow4 -60.64286 44.53055 -1.3618 0.173253
## hour22:dow4 -35.64286 68.70742 -0.5188 0.603926
## hour23:dow4 16.98214 45.66207 0.3719 0.709960
## hour1:dow5 -7.32143 46.34712 -0.1580 0.874481
## hour2:dow5 17.73214 46.13418 0.3844 0.700712
## hour3:dow5 2.19643 48.90383 0.0449 0.964176
## hour4:dow5 4.87500 43.08387 0.1132 0.909911
## hour5:dow5 -3.07143 39.51371 -0.0777 0.938042
## hour6:dow5 -14.37500 37.57923 -0.3825 0.702072
## hour7:dow5 5.89286 36.00274 0.1637 0.869985
## hour8:dow5 -9.14286 36.44502 -0.2509 0.801917
## hour9:dow5 28.14286 36.80898 0.7646 0.444531
## hour10:dow5 17.25000 36.99777 0.4662 0.641041
## hour11:dow5 23.92857 36.62226 0.6534 0.513506
## hour12:dow5 -5.08929 39.17688 -0.1299 0.896641
## hour13:dow5 7.07143 43.40102 0.1629 0.870572
## hour14:dow5 -62.64286 51.38490 -1.2191 0.222810
## hour15:dow5 -80.97619 49.12898 -1.6482 0.099304 .
## hour16:dow5 -81.26786 47.10373 -1.7253 0.084474 .
## hour17:dow5 -96.89286 42.20357 -2.2958 0.021685 *
## hour18:dow5 -108.64286 43.48068 -2.4986 0.012467 *
## hour19:dow5 -95.89286 44.45149 -2.1572 0.030986 *
## hour20:dow5 -59.14286 48.35529 -1.2231 0.221296
## hour21:dow5 -33.26786 49.03145 -0.6785 0.497454
## hour22:dow5 -17.76786 52.26875 -0.3399 0.733907
## hour23:dow5 0.23214 49.97697 0.0046 0.996294
## hour1:dow6 22.80357 36.62625 0.6226 0.533546
## hour2:dow6 55.23214 29.82361 1.8520 0.064032 .
## hour3:dow6 4.94643 31.56173 0.1567 0.875464
## hour4:dow6 49.75000 31.10428 1.5995 0.109719
## hour5:dow6 42.80357 31.97533 1.3386 0.180687
## hour6:dow6 22.12500 29.20540 0.7576 0.448711
## hour7:dow6 47.14286 26.13426 1.8039 0.071251 .
## hour8:dow6 31.44643 26.43611 1.1895 0.234233
## hour9:dow6 62.01786 26.89787 2.3057 0.021129 *
## hour10:dow6 46.16071 27.15033 1.7002 0.089095 .
## hour11:dow6 45.58929 26.86466 1.6970 0.089697 .
## hour12:dow6 14.78571 29.68511 0.4981 0.618424
## hour13:dow6 44.57143 32.23706 1.3826 0.166783
## hour14:dow6 -26.14286 44.87312 -0.5826 0.560166
## hour15:dow6 -34.85119 40.62209 -0.8579 0.390927
## hour16:dow6 -23.39286 37.29555 -0.6272 0.530509
## hour17:dow6 -44.89286 34.25887 -1.3104 0.190060
## hour18:dow6 -71.26786 32.68931 -2.1802 0.029246 *
## hour19:dow6 -64.64286 35.83030 -1.8041 0.071209 .
## hour20:dow6 -5.51786 38.99819 -0.1415 0.887483
## hour21:dow6 -10.76786 45.73287 -0.2355 0.813859
## hour22:dow6 0.76786 48.70117 0.0158 0.987421
## hour23:dow6 9.98214 40.24640 0.2480 0.804115
## hour1:dow7 29.17857 39.71294 0.7347 0.462500
## hour2:dow7 66.60714 30.81459 2.1615 0.030653 *
## hour3:dow7 41.57143 33.82170 1.2291 0.219021
## hour4:dow7 68.87500 38.53657 1.7873 0.073895 .
## hour5:dow7 52.92857 41.38908 1.2788 0.200966
## hour6:dow7 45.37500 33.15403 1.3686 0.171121
## hour7:dow7 60.39286 28.57743 2.1133 0.034575 *
## hour8:dow7 59.60714 28.95848 2.0584 0.039555 *
## hour9:dow7 94.01786 28.83051 3.2611 0.001110 **
## hour10:dow7 78.25000 29.58289 2.6451 0.008166 **
## hour11:dow7 94.55357 29.18027 3.2403 0.001194 **
## hour12:dow7 82.91071 33.01013 2.5117 0.012016 *
## hour13:dow7 108.19643 35.74410 3.0270 0.002470 **
## hour14:dow7 74.60714 46.61143 1.6006 0.109461
## hour15:dow7 129.27381 47.76855 2.7063 0.006805 **
## hour16:dow7 92.35714 44.79126 2.0619 0.039213 *
## hour17:dow7 81.92857 37.95545 2.1585 0.030885 *
## hour18:dow7 92.05357 45.97909 2.0021 0.045277 *
## hour19:dow7 77.21429 46.08017 1.6757 0.093807 .
## hour20:dow7 89.28571 46.26977 1.9297 0.053647 .
## hour21:dow7 118.39286 46.60619 2.5403 0.011076 *
## hour22:dow7 165.28571 51.02285 3.2394 0.001198 **
## hour23:dow7 84.82143 39.00962 2.1744 0.029677 *
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Call:
## glm(formula = form, data = df)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -120.61 -12.92 1.67 15.28 90.30
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 1.26436 4.21441 0.300 0.764358
## lin1 0.20566 0.04326 4.754 2.98e-06 ***
## lin2 -0.00148 0.04365 -0.034 0.972975
## postchange -19.91981 5.94237 -3.352 0.000895 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for gaussian family taken to be 739.3334)
##
## Null deviance: 262026 on 334 degrees of freedom
## Residual deviance: 244719 on 331 degrees of freedom
## AIC: 3169.6
##
## Number of Fisher Scoring iterations: 2
##
##
## z test of coefficients:
##
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) 1.2643654 3.5689861 0.3543 0.7231406
## lin1 0.2056567 0.0491553 4.1838 2.867e-05 ***
## lin2 -0.0014797 0.0360150 -0.0411 0.9672272
## postchange -19.9198134 5.2904404 -3.7652 0.0001664 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [1] "15 Regression for xbxchib model2 on 2016-11-01/purple/30-50%"
##
## Call:
## glm(formula = form, data = df)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -194.125 -22.344 -2.938 19.482 175.250
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## hour0 432.286 16.687 25.905 < 2e-16 ***
## hour1 394.143 16.687 23.619 < 2e-16 ***
## hour2 346.714 16.687 20.777 < 2e-16 ***
## hour3 319.857 16.687 19.168 < 2e-16 ***
## hour4 281.429 16.687 16.865 < 2e-16 ***
## hour5 237.143 16.687 14.211 < 2e-16 ***
## hour6 177.143 16.687 10.615 < 2e-16 ***
## hour7 118.571 16.687 7.105 2.11e-12 ***
## hour8 100.571 16.687 6.027 2.25e-09 ***
## hour9 69.286 16.687 4.152 3.54e-05 ***
## hour10 70.571 16.687 4.229 2.53e-05 ***
## hour11 70.286 16.687 4.212 2.73e-05 ***
## hour12 105.429 16.687 6.318 3.79e-10 ***
## hour13 143.000 16.687 8.569 < 2e-16 ***
## hour14 213.167 18.024 11.827 < 2e-16 ***
## hour15 247.667 18.024 13.741 < 2e-16 ***
## hour16 288.625 15.610 18.490 < 2e-16 ***
## hour17 335.250 15.610 21.477 < 2e-16 ***
## hour18 356.625 15.610 22.846 < 2e-16 ***
## hour19 371.250 15.610 23.783 < 2e-16 ***
## hour20 371.000 15.610 23.767 < 2e-16 ***
## hour21 378.125 15.610 24.224 < 2e-16 ***
## hour22 359.000 15.610 22.999 < 2e-16 ***
## hour23 362.625 15.610 23.231 < 2e-16 ***
## dow2 -57.786 22.850 -2.529 0.011576 *
## dow3 -35.730 22.250 -1.606 0.108582
## dow4 -56.286 22.850 -2.463 0.013915 *
## dow5 -71.786 22.850 -3.142 0.001724 **
## dow6 -99.411 22.850 -4.351 1.48e-05 ***
## dow7 -68.036 22.850 -2.977 0.002968 **
## hour1:dow2 64.518 32.315 1.997 0.046114 *
## hour2:dow2 50.071 32.315 1.549 0.121544
## hour3:dow2 36.554 32.315 1.131 0.258224
## hour4:dow2 13.982 32.315 0.433 0.665327
## hour5:dow2 13.893 32.315 0.430 0.667336
## hour6:dow2 6.143 32.315 0.190 0.849270
## hour7:dow2 15.089 32.315 0.467 0.640630
## hour8:dow2 19.089 32.315 0.591 0.554822
## hour9:dow2 43.500 32.315 1.346 0.178530
## hour10:dow2 41.964 32.315 1.299 0.194344
## hour11:dow2 51.875 32.315 1.605 0.108707
## hour12:dow2 45.607 32.315 1.411 0.158420
## hour13:dow2 42.786 32.315 1.324 0.185762
## hour14:dow2 -1.381 33.025 -0.042 0.966654
## hour15:dow2 6.119 33.025 0.185 0.853040
## hour16:dow2 -17.214 31.772 -0.542 0.588056
## hour17:dow2 -43.839 31.772 -1.380 0.167914
## hour18:dow2 -39.464 31.772 -1.242 0.214450
## hour19:dow2 -44.839 31.772 -1.411 0.158432
## hour20:dow2 -20.839 31.772 -0.656 0.512019
## hour21:dow2 14.161 31.772 0.446 0.655899
## hour22:dow2 50.286 31.772 1.583 0.113764
## hour23:dow2 49.036 31.772 1.543 0.123019
## hour1:dow3 13.587 31.893 0.426 0.670172
## hour2:dow3 2.141 31.893 0.067 0.946493
## hour3:dow3 -30.627 31.893 -0.960 0.337111
## hour4:dow3 -44.198 31.893 -1.386 0.166073
## hour5:dow3 -13.663 31.893 -0.428 0.668451
## hour6:dow3 1.712 31.893 0.054 0.957193
## hour7:dow3 20.159 31.893 0.632 0.527470
## hour8:dow3 6.284 31.893 0.197 0.843845
## hour9:dow3 34.694 31.893 1.088 0.276902
## hour10:dow3 25.909 31.893 0.812 0.416758
## hour11:dow3 36.569 31.893 1.147 0.251781
## hour12:dow3 37.427 31.893 1.173 0.240844
## hour13:dow3 21.105 31.893 0.662 0.508271
## hour14:dow3 -25.312 32.613 -0.776 0.437839
## hour15:dow3 -18.062 32.613 -0.554 0.579814
## hour16:dow3 -34.520 31.343 -1.101 0.270972
## hour17:dow3 -58.520 31.343 -1.867 0.062146 .
## hour18:dow3 -48.645 31.343 -1.552 0.120935
## hour19:dow3 -65.645 31.343 -2.094 0.036444 *
## hour20:dow3 -40.395 31.343 -1.289 0.197728
## hour21:dow3 -4.270 31.343 -0.136 0.891664
## hour22:dow3 41.355 31.343 1.319 0.187286
## hour23:dow3 35.355 31.343 1.128 0.259552
## hour1:dow4 37.893 32.315 1.173 0.241198
## hour2:dow4 8.321 32.315 0.258 0.796832
## hour3:dow4 -22.571 32.315 -0.698 0.485019
## hour4:dow4 -12.643 32.315 -0.391 0.695695
## hour5:dow4 -11.857 32.315 -0.367 0.713744
## hour6:dow4 -1.857 32.315 -0.057 0.954181
## hour7:dow4 21.589 32.315 0.668 0.504213
## hour8:dow4 20.839 32.315 0.645 0.519135
## hour9:dow4 46.000 32.315 1.423 0.154869
## hour10:dow4 44.214 32.315 1.368 0.171510
## hour11:dow4 53.000 32.315 1.640 0.101259
## hour12:dow4 39.357 32.315 1.218 0.223506
## hour13:dow4 30.911 32.315 0.957 0.339001
## hour14:dow4 -2.631 33.025 -0.080 0.936518
## hour15:dow4 -22.006 33.025 -0.666 0.505331
## hour16:dow4 -30.214 31.772 -0.951 0.341818
## hour17:dow4 -57.714 31.772 -1.817 0.069553 .
## hour18:dow4 -51.589 31.772 -1.624 0.104707
## hour19:dow4 -49.964 31.772 -1.573 0.116090
## hour20:dow4 -31.339 31.772 -0.986 0.324154
## hour21:dow4 9.661 31.772 0.304 0.761134
## hour22:dow4 71.536 31.772 2.252 0.024541 *
## hour23:dow4 61.536 31.772 1.937 0.053017 .
## hour1:dow5 11.143 32.315 0.345 0.730294
## hour2:dow5 21.446 32.315 0.664 0.507037
## hour3:dow5 21.804 32.315 0.675 0.499991
## hour4:dow5 22.232 32.315 0.688 0.491604
## hour5:dow5 25.643 32.315 0.794 0.427636
## hour6:dow5 30.018 32.315 0.929 0.353131
## hour7:dow5 44.964 32.315 1.391 0.164364
## hour8:dow5 33.464 32.315 1.036 0.300625
## hour9:dow5 68.125 32.315 2.108 0.035235 *
## hour10:dow5 63.839 32.315 1.976 0.048449 *
## hour11:dow5 62.625 32.315 1.938 0.052875 .
## hour12:dow5 52.232 32.315 1.616 0.106297
## hour13:dow5 52.036 32.315 1.610 0.107617
## hour14:dow5 3.744 33.025 0.113 0.909758
## hour15:dow5 -8.381 33.025 -0.254 0.799716
## hour16:dow5 -16.839 31.772 -0.530 0.596211
## hour17:dow5 -45.339 31.772 -1.427 0.153846
## hour18:dow5 -55.089 31.772 -1.734 0.083206 .
## hour19:dow5 -50.589 31.772 -1.592 0.111602
## hour20:dow5 -35.589 31.772 -1.120 0.262885
## hour21:dow5 -2.089 31.772 -0.066 0.947581
## hour22:dow5 25.286 31.772 0.796 0.426284
## hour23:dow5 24.661 31.772 0.776 0.437803
## hour1:dow6 48.143 32.315 1.490 0.136554
## hour2:dow6 72.196 32.315 2.234 0.025667 *
## hour3:dow6 40.929 32.315 1.267 0.205575
## hour4:dow6 55.857 32.315 1.729 0.084166 .
## hour5:dow6 71.768 32.315 2.221 0.026555 *
## hour6:dow6 69.143 32.315 2.140 0.032595 *
## hour7:dow6 88.839 32.315 2.749 0.006069 **
## hour8:dow6 82.554 32.849 2.513 0.012104 *
## hour9:dow6 98.411 32.849 2.996 0.002796 **
## hour10:dow6 98.411 32.849 2.996 0.002796 **
## hour11:dow6 96.982 32.849 2.952 0.003218 **
## hour12:dow6 75.357 32.315 2.332 0.019876 *
## hour13:dow6 105.411 32.315 3.262 0.001139 **
## hour14:dow6 53.494 33.025 1.620 0.105554
## hour15:dow6 53.869 33.025 1.631 0.103136
## hour16:dow6 48.536 31.772 1.528 0.126881
## hour17:dow6 24.411 31.772 0.768 0.442461
## hour18:dow6 8.536 31.772 0.269 0.788243
## hour19:dow6 18.036 31.772 0.568 0.570376
## hour20:dow6 40.839 32.315 1.264 0.206565
## hour21:dow6 57.619 33.025 1.745 0.081308 .
## hour22:dow6 103.411 32.315 3.200 0.001412 **
## hour23:dow6 98.036 31.772 3.086 0.002080 **
## hour1:dow7 44.768 32.315 1.385 0.166214
## hour2:dow7 56.071 32.315 1.735 0.082984 .
## hour3:dow7 50.054 32.315 1.549 0.121677
## hour4:dow7 35.607 32.315 1.102 0.270748
## hour5:dow7 32.018 32.315 0.991 0.321991
## hour6:dow7 40.268 32.315 1.246 0.212982
## hour7:dow7 57.089 32.315 1.767 0.077554 .
## hour8:dow7 55.589 32.315 1.720 0.085662 .
## hour9:dow7 81.625 32.315 2.526 0.011674 *
## hour10:dow7 66.839 32.315 2.068 0.038830 *
## hour11:dow7 85.500 32.315 2.646 0.008261 **
## hour12:dow7 76.857 32.315 2.378 0.017553 *
## hour13:dow7 106.911 32.315 3.308 0.000968 ***
## hour14:dow7 97.298 33.548 2.900 0.003800 **
## hour15:dow7 128.226 33.548 3.822 0.000139 ***
## hour16:dow7 95.411 31.772 3.003 0.002732 **
## hour17:dow7 79.929 32.315 2.473 0.013527 *
## hour18:dow7 75.982 32.315 2.351 0.018878 *
## hour19:dow7 67.643 32.315 2.093 0.036549 *
## hour20:dow7 72.321 32.315 2.238 0.025412 *
## hour21:dow7 120.339 32.315 3.724 0.000206 ***
## hour22:dow7 174.607 32.315 5.403 7.96e-08 ***
## hour23:dow7 109.839 32.315 3.399 0.000700 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for gaussian family taken to be 1949.289)
##
## Null deviance: 84560890 on 1310 degrees of freedom
## Residual deviance: 2226088 on 1142 degrees of freedom
## AIC: 13799
##
## Number of Fisher Scoring iterations: 2
##
##
## z test of coefficients:
##
## Estimate Std. Error z value Pr(>|z|)
## hour0 432.2857 24.2759 17.8072 < 2.2e-16 ***
## hour1 394.1429 15.6580 25.1719 < 2.2e-16 ***
## hour2 346.7143 22.7537 15.2377 < 2.2e-16 ***
## hour3 319.8571 19.2256 16.6370 < 2.2e-16 ***
## hour4 281.4286 24.4232 11.5230 < 2.2e-16 ***
## hour5 237.1429 29.9596 7.9154 2.464e-15 ***
## hour6 177.1429 18.6546 9.4960 < 2.2e-16 ***
## hour7 118.5714 11.8158 10.0350 < 2.2e-16 ***
## hour8 100.5714 11.7283 8.5751 < 2.2e-16 ***
## hour9 69.2857 9.1412 7.5795 3.469e-14 ***
## hour10 70.5714 6.7073 10.5216 < 2.2e-16 ***
## hour11 70.2857 4.6394 15.1497 < 2.2e-16 ***
## hour12 105.4286 10.4130 10.1247 < 2.2e-16 ***
## hour13 143.0000 10.0611 14.2131 < 2.2e-16 ***
## hour14 213.1667 20.2545 10.5244 < 2.2e-16 ***
## hour15 247.6667 19.4557 12.7298 < 2.2e-16 ***
## hour16 288.6250 13.2803 21.7333 < 2.2e-16 ***
## hour17 335.2500 17.3090 19.3685 < 2.2e-16 ***
## hour18 356.6250 13.9465 25.5709 < 2.2e-16 ***
## hour19 371.2500 15.4962 23.9575 < 2.2e-16 ***
## hour20 371.0000 23.3080 15.9173 < 2.2e-16 ***
## hour21 378.1250 23.8353 15.8641 < 2.2e-16 ***
## hour22 359.0000 22.9953 15.6119 < 2.2e-16 ***
## hour23 362.6250 20.7542 17.4723 < 2.2e-16 ***
## dow2 -57.7857 32.0638 -1.8022 0.0715127 .
## dow3 -35.7302 28.1944 -1.2673 0.2050560
## dow4 -56.2857 26.3288 -2.1378 0.0325329 *
## dow5 -71.7857 28.1457 -2.5505 0.0107567 *
## dow6 -99.4107 30.3880 -3.2714 0.0010702 **
## dow7 -68.0357 35.4982 -1.9166 0.0552890 .
## hour1:dow2 64.5179 42.2331 1.5277 0.1265969
## hour2:dow2 50.0714 45.7637 1.0941 0.2738984
## hour3:dow2 36.5536 47.3197 0.7725 0.4398294
## hour4:dow2 13.9821 47.6254 0.2936 0.7690744
## hour5:dow2 13.8929 50.4965 0.2751 0.7832202
## hour6:dow2 6.1429 39.6510 0.1549 0.8768819
## hour7:dow2 15.0893 36.6491 0.4117 0.6805421
## hour8:dow2 19.0893 34.6627 0.5507 0.5818292
## hour9:dow2 43.5000 33.5905 1.2950 0.1953170
## hour10:dow2 41.9643 32.8735 1.2765 0.2017656
## hour11:dow2 51.8750 32.4778 1.5972 0.1102115
## hour12:dow2 45.6071 34.4604 1.3235 0.1856812
## hour13:dow2 42.7857 34.0935 1.2550 0.2094963
## hour14:dow2 -1.3810 38.8023 -0.0356 0.9716097
## hour15:dow2 6.1190 39.1935 0.1561 0.8759353
## hour16:dow2 -17.2143 35.5497 -0.4842 0.6282215
## hour17:dow2 -43.8393 37.6452 -1.1645 0.2442064
## hour18:dow2 -39.4643 37.0440 -1.0653 0.2867236
## hour19:dow2 -44.8393 36.8678 -1.2162 0.2239020
## hour20:dow2 -20.8393 42.1188 -0.4948 0.6207600
## hour21:dow2 14.1607 40.9872 0.3455 0.7297252
## hour22:dow2 50.2857 41.5577 1.2100 0.2262701
## hour23:dow2 49.0357 40.0306 1.2250 0.2205917
## hour1:dow3 13.5873 35.5800 0.3819 0.7025502
## hour2:dow3 2.1409 39.2869 0.0545 0.9565421
## hour3:dow3 -30.6270 36.9998 -0.8278 0.4078061
## hour4:dow3 -44.1984 38.3998 -1.1510 0.2497298
## hour5:dow3 -13.6627 42.3841 -0.3224 0.7471843
## hour6:dow3 1.7123 37.5666 0.0456 0.9636447
## hour7:dow3 20.1587 33.4216 0.6032 0.5463986
## hour8:dow3 6.2837 31.8289 0.1974 0.8434972
## hour9:dow3 34.6944 30.0541 1.1544 0.2483363
## hour10:dow3 25.9087 29.1279 0.8895 0.3737448
## hour11:dow3 36.5694 30.0255 1.2179 0.2232444
## hour12:dow3 37.4266 31.2948 1.1959 0.2317221
## hour13:dow3 21.1052 30.6862 0.6878 0.4915947
## hour14:dow3 -25.3115 35.7475 -0.7081 0.4789059
## hour15:dow3 -18.0615 35.9989 -0.5017 0.6158617
## hour16:dow3 -34.5198 33.1746 -1.0406 0.2980843
## hour17:dow3 -58.5198 33.9452 -1.7240 0.0847169 .
## hour18:dow3 -48.6448 32.8138 -1.4825 0.1382203
## hour19:dow3 -65.6448 35.8824 -1.8294 0.0673329 .
## hour20:dow3 -40.3948 41.0534 -0.9840 0.3251365
## hour21:dow3 -4.2698 37.3862 -0.1142 0.9090721
## hour22:dow3 41.3552 37.1095 1.1144 0.2651042
## hour23:dow3 35.3552 38.8762 0.9094 0.3631231
## hour1:dow4 37.8929 37.9390 0.9988 0.3179000
## hour2:dow4 8.3214 37.9798 0.2191 0.8265710
## hour3:dow4 -22.5714 37.0392 -0.6094 0.5422642
## hour4:dow4 -12.6429 39.1278 -0.3231 0.7466066
## hour5:dow4 -11.8571 43.7716 -0.2709 0.7864781
## hour6:dow4 -1.8571 34.2649 -0.0542 0.9567762
## hour7:dow4 21.5893 29.4387 0.7334 0.4633367
## hour8:dow4 20.8393 29.7425 0.7007 0.4835173
## hour9:dow4 46.0000 28.0008 1.6428 0.1004221
## hour10:dow4 44.2143 27.5113 1.6071 0.1080251
## hour11:dow4 53.0000 27.3115 1.9406 0.0523097 .
## hour12:dow4 39.3571 29.6557 1.3271 0.1844637
## hour13:dow4 30.9107 28.9343 1.0683 0.2853826
## hour14:dow4 -2.6310 34.5090 -0.0762 0.9392285
## hour15:dow4 -22.0060 34.6693 -0.6347 0.5255989
## hour16:dow4 -30.2143 33.3325 -0.9065 0.3646967
## hour17:dow4 -57.7143 34.8195 -1.6575 0.0974130 .
## hour18:dow4 -51.5893 33.6202 -1.5345 0.1249129
## hour19:dow4 -49.9643 33.3896 -1.4964 0.1345491
## hour20:dow4 -31.3393 37.5515 -0.8346 0.4039603
## hour21:dow4 9.6607 36.9430 0.2615 0.7937043
## hour22:dow4 71.5357 41.7516 1.7134 0.0866456 .
## hour23:dow4 61.5357 42.2486 1.4565 0.1452505
## hour1:dow5 11.1429 34.9715 0.3186 0.7500096
## hour2:dow5 21.4464 38.8441 0.5521 0.5808688
## hour3:dow5 21.8036 41.8129 0.5215 0.6020491
## hour4:dow5 22.2321 44.2085 0.5029 0.6150395
## hour5:dow5 25.6429 44.2003 0.5802 0.5618122
## hour6:dow5 30.0179 35.8163 0.8381 0.4019709
## hour7:dow5 44.9643 31.6319 1.4215 0.1551752
## hour8:dow5 33.4643 31.2278 1.0716 0.2838920
## hour9:dow5 68.1250 30.2216 2.2542 0.0241845 *
## hour10:dow5 63.8393 29.1879 2.1872 0.0287293 *
## hour11:dow5 62.6250 28.7286 2.1799 0.0292663 *
## hour12:dow5 52.2321 31.0628 1.6815 0.0926659 .
## hour13:dow5 52.0357 32.6079 1.5958 0.1105336
## hour14:dow5 3.7440 35.6493 0.1050 0.9163565
## hour15:dow5 -8.3810 36.5910 -0.2290 0.8188346
## hour16:dow5 -16.8393 36.1715 -0.4655 0.6415446
## hour17:dow5 -45.3393 36.1344 -1.2547 0.2095735
## hour18:dow5 -55.0893 34.8376 -1.5813 0.1138058
## hour19:dow5 -50.5893 33.5265 -1.5089 0.1313152
## hour20:dow5 -35.5893 36.9277 -0.9638 0.3351681
## hour21:dow5 -2.0893 39.7411 -0.0526 0.9580726
## hour22:dow5 25.2857 40.9638 0.6173 0.5370572
## hour23:dow5 24.6607 45.0036 0.5480 0.5837108
## hour1:dow6 48.1429 36.5885 1.3158 0.1882436
## hour2:dow6 72.1964 39.2501 1.8394 0.0658569 .
## hour3:dow6 40.9286 39.1592 1.0452 0.2959382
## hour4:dow6 55.8571 42.0506 1.3283 0.1840684
## hour5:dow6 71.7679 45.9274 1.5626 0.1181380
## hour6:dow6 69.1429 37.9156 1.8236 0.0682126 .
## hour7:dow6 88.8393 33.9757 2.6148 0.0089282 **
## hour8:dow6 82.5536 33.7861 2.4434 0.0145490 *
## hour9:dow6 98.4107 31.9007 3.0849 0.0020362 **
## hour10:dow6 98.4107 31.7531 3.0992 0.0019401 **
## hour11:dow6 96.9821 31.2518 3.1033 0.0019141 **
## hour12:dow6 75.3571 32.4728 2.3206 0.0203070 *
## hour13:dow6 105.4107 32.3406 3.2594 0.0011165 **
## hour14:dow6 53.4940 37.8190 1.4145 0.1572224
## hour15:dow6 53.8690 37.5597 1.4342 0.1515085
## hour16:dow6 48.5357 36.1533 1.3425 0.1794341
## hour17:dow6 24.4107 42.3599 0.5763 0.5644327
## hour18:dow6 8.5357 42.9115 0.1989 0.8423297
## hour19:dow6 18.0357 41.2719 0.4370 0.6621129
## hour20:dow6 40.8393 41.1577 0.9923 0.3210692
## hour21:dow6 57.6190 47.2150 1.2204 0.2223300
## hour22:dow6 103.4107 48.4406 2.1348 0.0327778 *
## hour23:dow6 98.0357 45.9554 2.1333 0.0329018 *
## hour1:dow7 44.7679 49.3777 0.9066 0.3645970
## hour2:dow7 56.0714 46.1287 1.2155 0.2241587
## hour3:dow7 50.0536 48.1239 1.0401 0.2982945
## hour4:dow7 35.6071 51.4386 0.6922 0.4887954
## hour5:dow7 32.0179 55.8733 0.5730 0.5666147
## hour6:dow7 40.2679 44.9232 0.8964 0.3700547
## hour7:dow7 57.0893 39.3122 1.4522 0.1464453
## hour8:dow7 55.5893 38.5177 1.4432 0.1489603
## hour9:dow7 81.6250 36.9788 2.2073 0.0272897 *
## hour10:dow7 66.8393 36.3271 1.8399 0.0657788 .
## hour11:dow7 85.5000 36.2971 2.3556 0.0184949 *
## hour12:dow7 76.8571 39.0092 1.9702 0.0488118 *
## hour13:dow7 106.9107 38.3487 2.7879 0.0053058 **
## hour14:dow7 97.2976 41.5421 2.3421 0.0191733 *
## hour15:dow7 128.2262 43.2793 2.9628 0.0030489 **
## hour16:dow7 95.4107 41.7254 2.2866 0.0222172 *
## hour17:dow7 79.9286 43.9419 1.8190 0.0689175 .
## hour18:dow7 75.9821 46.2589 1.6425 0.1004781
## hour19:dow7 67.6429 43.5915 1.5517 0.1207231
## hour20:dow7 72.3214 47.1246 1.5347 0.1248615
## hour21:dow7 120.3393 48.0320 2.5054 0.0122313 *
## hour22:dow7 174.6071 48.3525 3.6111 0.0003049 ***
## hour23:dow7 109.8393 50.6513 2.1685 0.0301179 *
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Call:
## glm(formula = form, data = df)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -95.10 -20.17 0.47 21.55 117.73
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -67.46498 5.24220 -12.870 < 2e-16 ***
## lin1 -0.44884 0.05381 -8.342 1.97e-15 ***
## lin2 0.19612 0.05333 3.677 0.000275 ***
## postchange 54.31066 7.36998 7.369 1.37e-12 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for gaussian family taken to be 1143.913)
##
## Null deviance: 566951 on 336 degrees of freedom
## Residual deviance: 380923 on 333 degrees of freedom
## AIC: 3335.6
##
## Number of Fisher Scoring iterations: 2
##
##
## z test of coefficients:
##
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) -67.464978 5.692599 -11.8513 < 2.2e-16 ***
## lin1 -0.448835 0.056075 -8.0042 1.202e-15 ***
## lin2 0.196116 0.050845 3.8571 0.0001147 ***
## postchange 54.310662 7.315888 7.4237 1.139e-13 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [1] "16 Regression for xbxchib model2 on 2016-12-15/purple/50-90%"
##
## Call:
## glm(formula = form, data = df)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -178.50 -47.38 -11.00 20.87 432.00
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## hour0 4.721e+02 3.222e+01 14.653 < 2e-16 ***
## hour1 4.423e+02 3.222e+01 13.725 < 2e-16 ***
## hour2 3.922e+02 3.222e+01 12.174 < 2e-16 ***
## hour3 3.723e+02 3.222e+01 11.553 < 2e-16 ***
## hour4 3.364e+02 3.222e+01 10.440 < 2e-16 ***
## hour5 3.206e+02 3.222e+01 9.951 < 2e-16 ***
## hour6 2.431e+02 3.222e+01 7.546 8.99e-14 ***
## hour7 1.782e+02 3.222e+01 5.532 3.90e-08 ***
## hour8 1.415e+02 3.222e+01 4.392 1.23e-05 ***
## hour9 1.082e+02 3.222e+01 3.360 0.000806 ***
## hour10 8.812e+01 3.222e+01 2.735 0.006332 **
## hour11 8.225e+01 3.222e+01 2.553 0.010815 *
## hour12 9.550e+01 3.222e+01 2.964 0.003099 **
## hour13 1.432e+02 3.222e+01 4.446 9.58e-06 ***
## hour14 2.293e+02 3.222e+01 7.115 1.94e-12 ***
## hour15 2.840e+02 3.222e+01 8.814 < 2e-16 ***
## hour16 3.303e+02 3.222e+01 10.249 < 2e-16 ***
## hour17 3.845e+02 3.222e+01 11.933 < 2e-16 ***
## hour18 4.288e+02 3.222e+01 13.306 < 2e-16 ***
## hour19 4.378e+02 3.222e+01 13.586 < 2e-16 ***
## hour20 4.548e+02 3.222e+01 14.113 < 2e-16 ***
## hour21 4.531e+02 3.222e+01 14.063 < 2e-16 ***
## hour22 4.335e+02 3.222e+01 13.454 < 2e-16 ***
## hour23 4.301e+02 3.222e+01 13.349 < 2e-16 ***
## dow2 -7.050e+01 4.557e+01 -1.547 0.122096
## dow3 -2.250e+01 4.557e+01 -0.494 0.621560
## dow4 -4.600e+01 4.557e+01 -1.009 0.312948
## dow5 -7.824e+01 4.428e+01 -1.767 0.077538 .
## dow6 -1.196e+02 4.557e+01 -2.625 0.008772 **
## dow7 -6.775e+01 4.557e+01 -1.487 0.137335
## hour1:dow2 1.127e+02 6.444e+01 1.750 0.080443 .
## hour2:dow2 9.325e+01 6.444e+01 1.447 0.148155
## hour3:dow2 1.007e+02 6.444e+01 1.563 0.118224
## hour4:dow2 8.637e+01 6.444e+01 1.340 0.180392
## hour5:dow2 4.600e+01 6.444e+01 0.714 0.475482
## hour6:dow2 4.475e+01 6.444e+01 0.694 0.487556
## hour7:dow2 5.125e+01 6.444e+01 0.795 0.426608
## hour8:dow2 3.837e+01 6.444e+01 0.595 0.551628
## hour9:dow2 3.975e+01 6.444e+01 0.617 0.537466
## hour10:dow2 5.637e+01 6.444e+01 0.875 0.381854
## hour11:dow2 5.850e+01 6.444e+01 0.908 0.364176
## hour12:dow2 5.950e+01 6.444e+01 0.923 0.356037
## hour13:dow2 3.962e+01 6.444e+01 0.615 0.538746
## hour14:dow2 -3.750e-01 6.444e+01 -0.006 0.995358
## hour15:dow2 7.500e+00 6.444e+01 0.116 0.907369
## hour16:dow2 1.887e+01 6.444e+01 0.293 0.769652
## hour17:dow2 3.375e+00 6.444e+01 0.052 0.958241
## hour18:dow2 -1.063e+01 6.444e+01 -0.165 0.869070
## hour19:dow2 -7.625e+00 6.444e+01 -0.118 0.905832
## hour20:dow2 1.375e+01 6.444e+01 0.213 0.831076
## hour21:dow2 3.387e+01 6.444e+01 0.526 0.599221
## hour22:dow2 7.450e+01 6.444e+01 1.156 0.247886
## hour23:dow2 7.987e+01 6.444e+01 1.239 0.215415
## hour1:dow3 3.350e+01 6.444e+01 0.520 0.603270
## hour2:dow3 4.025e+01 6.444e+01 0.625 0.532362
## hour3:dow3 2.062e+01 6.444e+01 0.320 0.748985
## hour4:dow3 -1.325e+01 6.444e+01 -0.206 0.837131
## hour5:dow3 -2.213e+01 6.444e+01 -0.343 0.731411
## hour6:dow3 -4.250e+00 6.444e+01 -0.066 0.947428
## hour7:dow3 -1.838e+01 6.444e+01 -0.285 0.775588
## hour8:dow3 -1.063e+01 6.444e+01 -0.165 0.869070
## hour9:dow3 -1.388e+01 6.444e+01 -0.215 0.829564
## hour10:dow3 1.875e+00 6.444e+01 0.029 0.976793
## hour11:dow3 5.125e+00 6.444e+01 0.080 0.936626
## hour12:dow3 5.750e+00 6.444e+01 0.089 0.928917
## hour13:dow3 -1.100e+01 6.444e+01 -0.171 0.864493
## hour14:dow3 -6.975e+01 6.444e+01 -1.082 0.279313
## hour15:dow3 -8.625e+01 6.444e+01 -1.338 0.181023
## hour16:dow3 -8.150e+01 6.444e+01 -1.265 0.206231
## hour17:dow3 -9.450e+01 6.444e+01 -1.466 0.142799
## hour18:dow3 -9.400e+01 6.444e+01 -1.459 0.144923
## hour19:dow3 -8.450e+01 6.444e+01 -1.311 0.190029
## hour20:dow3 -5.163e+01 6.444e+01 -0.801 0.423233
## hour21:dow3 -3.413e+01 6.444e+01 -0.530 0.596529
## hour22:dow3 1.300e+01 6.444e+01 0.202 0.840162
## hour23:dow3 5.000e-01 6.444e+01 0.008 0.993811
## hour1:dow4 3.525e+01 6.444e+01 0.547 0.584482
## hour2:dow4 4.687e+01 6.444e+01 0.727 0.467129
## hour3:dow4 3.737e+01 6.444e+01 0.580 0.562042
## hour4:dow4 1.775e+01 6.444e+01 0.275 0.783027
## hour5:dow4 -1.500e+00 6.444e+01 -0.023 0.981434
## hour6:dow4 -7.625e+00 6.444e+01 -0.118 0.905832
## hour7:dow4 2.375e+00 6.444e+01 0.037 0.970607
## hour8:dow4 3.250e+00 6.444e+01 0.050 0.959786
## hour9:dow4 2.012e+01 6.444e+01 0.312 0.754872
## hour10:dow4 3.312e+01 6.444e+01 0.514 0.607331
## hour11:dow4 3.162e+01 6.444e+01 0.491 0.623696
## hour12:dow4 2.962e+01 6.444e+01 0.460 0.645807
## hour13:dow4 1.437e+01 6.444e+01 0.223 0.823522
## hour14:dow4 -3.925e+01 6.444e+01 -0.609 0.542595
## hour15:dow4 -5.525e+01 6.444e+01 -0.857 0.391423
## hour16:dow4 -7.900e+01 6.444e+01 -1.226 0.220481
## hour17:dow4 -7.875e+01 6.444e+01 -1.222 0.221944
## hour18:dow4 -9.050e+01 6.444e+01 -1.404 0.160477
## hour19:dow4 -8.000e+01 6.444e+01 -1.241 0.214698
## hour20:dow4 -7.638e+01 6.444e+01 -1.185 0.236190
## hour21:dow4 -3.200e+01 6.444e+01 -0.497 0.619587
## hour22:dow4 -9.494e-13 6.444e+01 0.000 1.000000
## hour23:dow4 4.750e+00 6.444e+01 0.074 0.941254
## hour1:dow5 3.024e+01 6.354e+01 0.476 0.634268
## hour2:dow5 5.549e+01 6.354e+01 0.873 0.382714
## hour3:dow5 2.386e+01 6.354e+01 0.376 0.707339
## hour4:dow5 2.299e+01 6.354e+01 0.362 0.717602
## hour5:dow5 6.986e+00 6.354e+01 0.110 0.912471
## hour6:dow5 1.361e+01 6.354e+01 0.214 0.830421
## hour7:dow5 1.911e+01 6.354e+01 0.301 0.763644
## hour8:dow5 3.499e+01 6.354e+01 0.551 0.582008
## hour9:dow5 4.936e+01 6.354e+01 0.777 0.437410
## hour10:dow5 4.936e+01 6.354e+01 0.777 0.437410
## hour11:dow5 5.999e+01 6.354e+01 0.944 0.345336
## hour12:dow5 4.911e+01 6.354e+01 0.773 0.439734
## hour13:dow5 3.449e+01 6.354e+01 0.543 0.587413
## hour14:dow5 -1.989e+01 6.354e+01 -0.313 0.754330
## hour15:dow5 -5.439e+01 6.354e+01 -0.856 0.392191
## hour16:dow5 -3.714e+01 6.354e+01 -0.584 0.559005
## hour17:dow5 -4.539e+01 6.354e+01 -0.714 0.475168
## hour18:dow5 -8.164e+01 6.354e+01 -1.285 0.199107
## hour19:dow5 -7.289e+01 6.354e+01 -1.147 0.251567
## hour20:dow5 -5.989e+01 6.354e+01 -0.943 0.346118
## hour21:dow5 -3.589e+01 6.354e+01 -0.565 0.572308
## hour22:dow5 -1.376e+01 6.354e+01 -0.217 0.828547
## hour23:dow5 -4.514e+00 6.354e+01 -0.071 0.943379
## hour1:dow6 4.125e+01 6.444e+01 0.640 0.522228
## hour2:dow6 6.925e+01 6.444e+01 1.075 0.282772
## hour3:dow6 6.750e+01 6.444e+01 1.047 0.295108
## hour4:dow6 5.337e+01 6.444e+01 0.828 0.407691
## hour5:dow6 5.300e+01 6.444e+01 0.822 0.410993
## hour6:dow6 4.550e+01 6.444e+01 0.706 0.480292
## hour7:dow6 6.862e+01 6.444e+01 1.065 0.287137
## hour8:dow6 7.900e+01 6.444e+01 1.226 0.220481
## hour9:dow6 8.887e+01 6.444e+01 1.379 0.168114
## hour10:dow6 9.562e+01 6.444e+01 1.484 0.138107
## hour11:dow6 1.071e+02 6.444e+01 1.662 0.096711 .
## hour12:dow6 9.962e+01 6.444e+01 1.546 0.122384
## hour13:dow6 9.500e+01 6.444e+01 1.474 0.140699
## hour14:dow6 3.562e+01 6.444e+01 0.553 0.580492
## hour15:dow6 2.787e+01 6.444e+01 0.433 0.665416
## hour16:dow6 1.500e+01 6.444e+01 0.233 0.815983
## hour17:dow6 7.375e+00 6.444e+01 0.114 0.908906
## hour18:dow6 -1.275e+01 6.444e+01 -0.198 0.843196
## hour19:dow6 -6.000e+00 6.444e+01 -0.093 0.925835
## hour20:dow6 -4.375e+00 6.444e+01 -0.068 0.945885
## hour21:dow6 4.312e+01 6.444e+01 0.669 0.503497
## hour22:dow6 7.600e+01 6.444e+01 1.179 0.238498
## hour23:dow6 8.912e+01 6.444e+01 1.383 0.166921
## hour1:dow7 4.050e+01 6.444e+01 0.628 0.529819
## hour2:dow7 5.900e+01 6.444e+01 0.916 0.360092
## hour3:dow7 6.137e+01 6.444e+01 0.952 0.341089
## hour4:dow7 1.005e+02 6.444e+01 1.560 0.119139
## hour5:dow7 5.175e+01 6.444e+01 0.803 0.422112
## hour6:dow7 5.825e+01 6.444e+01 0.904 0.366229
## hour7:dow7 5.675e+01 6.444e+01 0.881 0.378697
## hour8:dow7 4.487e+01 6.444e+01 0.696 0.486342
## hour9:dow7 4.662e+01 6.444e+01 0.724 0.469507
## hour10:dow7 6.200e+01 6.444e+01 0.962 0.336197
## hour11:dow7 7.250e+01 6.444e+01 1.125 0.260803
## hour12:dow7 7.225e+01 6.444e+01 1.121 0.262450
## hour13:dow7 7.075e+01 6.444e+01 1.098 0.272481
## hour14:dow7 5.812e+01 6.444e+01 0.902 0.367258
## hour15:dow7 5.150e+01 6.444e+01 0.799 0.424357
## hour16:dow7 5.600e+01 6.444e+01 0.869 0.385028
## hour17:dow7 4.562e+01 6.444e+01 0.708 0.479087
## hour18:dow7 1.237e+01 6.444e+01 0.192 0.847750
## hour19:dow7 2.725e+01 6.444e+01 0.423 0.672476
## hour20:dow7 1.337e+01 6.444e+01 0.208 0.835616
## hour21:dow7 1.962e+01 6.444e+01 0.305 0.760774
## hour22:dow7 1.244e+02 6.444e+01 1.930 0.053844 .
## hour23:dow7 1.086e+02 6.444e+01 1.686 0.092135 .
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for gaussian family taken to be 8305.632)
##
## Null deviance: 124859185 on 1345 degrees of freedom
## Residual deviance: 9775728 on 1177 degrees of freedom
## AIC: 16114
##
## Number of Fisher Scoring iterations: 2
##
##
## z test of coefficients:
##
## Estimate Std. Error z value Pr(>|z|)
## hour0 4.7212e+02 2.0871e+01 22.6207 < 2.2e-16 ***
## hour1 4.4225e+02 1.9158e+01 23.0845 < 2.2e-16 ***
## hour2 3.9225e+02 1.2400e+01 31.6330 < 2.2e-16 ***
## hour3 3.7225e+02 8.9931e+00 41.3930 < 2.2e-16 ***
## hour4 3.3637e+02 1.3482e+01 24.9499 < 2.2e-16 ***
## hour5 3.2063e+02 1.8436e+01 17.3911 < 2.2e-16 ***
## hour6 2.4313e+02 9.2102e+00 26.3973 < 2.2e-16 ***
## hour7 1.7825e+02 1.3397e+01 13.3055 < 2.2e-16 ***
## hour8 1.4150e+02 7.3941e+00 19.1369 < 2.2e-16 ***
## hour9 1.0825e+02 1.1110e+01 9.7431 < 2.2e-16 ***
## hour10 8.8125e+01 8.2575e+00 10.6721 < 2.2e-16 ***
## hour11 8.2250e+01 7.7680e+00 10.5883 < 2.2e-16 ***
## hour12 9.5500e+01 9.0687e+00 10.5307 < 2.2e-16 ***
## hour13 1.4325e+02 1.2063e+01 11.8753 < 2.2e-16 ***
## hour14 2.2925e+02 1.8294e+01 12.5314 < 2.2e-16 ***
## hour15 2.8400e+02 4.0972e+01 6.9315 4.163e-12 ***
## hour16 3.3025e+02 4.1810e+01 7.8988 2.816e-15 ***
## hour17 3.8450e+02 4.6901e+01 8.1981 2.443e-16 ***
## hour18 4.2875e+02 5.1176e+01 8.3779 < 2.2e-16 ***
## hour19 4.3775e+02 5.1230e+01 8.5449 < 2.2e-16 ***
## hour20 4.5475e+02 4.6608e+01 9.7570 < 2.2e-16 ***
## hour21 4.5313e+02 4.9923e+01 9.0765 < 2.2e-16 ***
## hour22 4.3350e+02 4.4198e+01 9.8082 < 2.2e-16 ***
## hour23 4.3013e+02 3.9445e+01 10.9044 < 2.2e-16 ***
## dow2 -7.0500e+01 3.9687e+01 -1.7764 0.075667 .
## dow3 -2.2500e+01 6.4281e+01 -0.3500 0.726318
## dow4 -4.6000e+01 5.2088e+01 -0.8831 0.377172
## dow5 -7.8236e+01 3.9832e+01 -1.9641 0.049513 *
## dow6 -1.1962e+02 4.1507e+01 -2.8821 0.003951 **
## dow7 -6.7750e+01 2.9630e+01 -2.2865 0.022224 *
## hour1:dow2 1.1275e+02 5.9812e+01 1.8851 0.059420 .
## hour2:dow2 9.3250e+01 5.4320e+01 1.7167 0.086037 .
## hour3:dow2 1.0075e+02 5.2422e+01 1.9219 0.054617 .
## hour4:dow2 8.6375e+01 5.7910e+01 1.4915 0.135823
## hour5:dow2 4.6000e+01 5.8752e+01 0.7830 0.433656
## hour6:dow2 4.4750e+01 4.8984e+01 0.9136 0.360944
## hour7:dow2 5.1250e+01 4.8884e+01 1.0484 0.294450
## hour8:dow2 3.8375e+01 4.3823e+01 0.8757 0.381198
## hour9:dow2 3.9750e+01 4.3041e+01 0.9235 0.355722
## hour10:dow2 5.6375e+01 4.1573e+01 1.3561 0.175079
## hour11:dow2 5.8500e+01 4.0893e+01 1.4306 0.152552
## hour12:dow2 5.9500e+01 4.2147e+01 1.4117 0.158034
## hour13:dow2 3.9625e+01 4.2707e+01 0.9278 0.353497
## hour14:dow2 -3.7500e-01 4.7861e+01 -0.0078 0.993749
## hour15:dow2 7.5000e+00 6.2053e+01 0.1209 0.903798
## hour16:dow2 1.8875e+01 6.5976e+01 0.2861 0.774811
## hour17:dow2 3.3750e+00 7.5564e+01 0.0447 0.964375
## hour18:dow2 -1.0625e+01 8.4001e+01 -0.1265 0.899347
## hour19:dow2 -7.6250e+00 9.3304e+01 -0.0817 0.934868
## hour20:dow2 1.3750e+01 9.1211e+01 0.1507 0.880174
## hour21:dow2 3.3875e+01 8.4643e+01 0.4002 0.689003
## hour22:dow2 7.4500e+01 8.4800e+01 0.8785 0.379654
## hour23:dow2 7.9875e+01 8.4686e+01 0.9432 0.345586
## hour1:dow3 3.3500e+01 9.2625e+01 0.3617 0.717596
## hour2:dow3 4.0250e+01 9.3358e+01 0.4311 0.666370
## hour3:dow3 2.0625e+01 8.4612e+01 0.2438 0.807416
## hour4:dow3 -1.3250e+01 8.4292e+01 -0.1572 0.875094
## hour5:dow3 -2.2125e+01 7.7797e+01 -0.2844 0.776107
## hour6:dow3 -4.2500e+00 7.2318e+01 -0.0588 0.953137
## hour7:dow3 -1.8375e+01 7.0147e+01 -0.2619 0.793360
## hour8:dow3 -1.0625e+01 6.5319e+01 -0.1627 0.870783
## hour9:dow3 -1.3875e+01 6.5416e+01 -0.2121 0.832026
## hour10:dow3 1.8750e+00 6.5190e+01 0.0288 0.977054
## hour11:dow3 5.1250e+00 6.5049e+01 0.0788 0.937203
## hour12:dow3 5.7500e+00 6.5074e+01 0.0884 0.929590
## hour13:dow3 -1.1000e+01 6.5822e+01 -0.1671 0.867278
## hour14:dow3 -6.9750e+01 6.7447e+01 -1.0341 0.301072
## hour15:dow3 -8.6250e+01 7.7411e+01 -1.1142 0.265198
## hour16:dow3 -8.1500e+01 8.0897e+01 -1.0075 0.313716
## hour17:dow3 -9.4500e+01 8.7095e+01 -1.0850 0.277913
## hour18:dow3 -9.4000e+01 9.7147e+01 -0.9676 0.333240
## hour19:dow3 -8.4500e+01 9.9990e+01 -0.8451 0.398062
## hour20:dow3 -5.1625e+01 1.0264e+02 -0.5030 0.614981
## hour21:dow3 -3.4125e+01 9.5913e+01 -0.3558 0.721997
## hour22:dow3 1.3000e+01 8.8086e+01 0.1476 0.882671
## hour23:dow3 5.0000e-01 8.7033e+01 0.0057 0.995416
## hour1:dow4 3.5250e+01 8.2023e+01 0.4298 0.667370
## hour2:dow4 4.6875e+01 6.7238e+01 0.6971 0.485710
## hour3:dow4 3.7375e+01 7.0775e+01 0.5281 0.597442
## hour4:dow4 1.7750e+01 7.0739e+01 0.2509 0.801873
## hour5:dow4 -1.5000e+00 7.0353e+01 -0.0213 0.982990
## hour6:dow4 -7.6250e+00 5.9357e+01 -0.1285 0.897785
## hour7:dow4 2.3750e+00 5.6504e+01 0.0420 0.966473
## hour8:dow4 3.2500e+00 5.4700e+01 0.0594 0.952622
## hour9:dow4 2.0125e+01 5.3795e+01 0.3741 0.708327
## hour10:dow4 3.3125e+01 5.3049e+01 0.6244 0.532351
## hour11:dow4 3.1625e+01 5.3012e+01 0.5966 0.550797
## hour12:dow4 2.9625e+01 5.3280e+01 0.5560 0.578191
## hour13:dow4 1.4375e+01 5.4099e+01 0.2657 0.790457
## hour14:dow4 -3.9250e+01 5.5901e+01 -0.7021 0.482597
## hour15:dow4 -5.5250e+01 6.8521e+01 -0.8063 0.420059
## hour16:dow4 -7.9000e+01 6.9325e+01 -1.1396 0.254472
## hour17:dow4 -7.8750e+01 7.7559e+01 -1.0154 0.309934
## hour18:dow4 -9.0500e+01 8.7135e+01 -1.0386 0.298982
## hour19:dow4 -8.0000e+01 8.7579e+01 -0.9135 0.361002
## hour20:dow4 -7.6375e+01 8.2907e+01 -0.9212 0.356941
## hour21:dow4 -3.2000e+01 8.2943e+01 -0.3858 0.699640
## hour22:dow4 -9.4936e-13 7.9618e+01 0.0000 1.000000
## hour23:dow4 4.7500e+00 7.2231e+01 0.0658 0.947568
## hour1:dow5 3.0236e+01 6.2999e+01 0.4799 0.631269
## hour2:dow5 5.5486e+01 5.4103e+01 1.0256 0.305093
## hour3:dow5 2.3861e+01 5.3570e+01 0.4454 0.656015
## hour4:dow5 2.2986e+01 5.1331e+01 0.4478 0.654293
## hour5:dow5 6.9861e+00 5.0070e+01 0.1395 0.889034
## hour6:dow5 1.3611e+01 4.3961e+01 0.3096 0.756852
## hour7:dow5 1.9111e+01 4.4371e+01 0.4307 0.666675
## hour8:dow5 3.4986e+01 4.2355e+01 0.8260 0.408790
## hour9:dow5 4.9361e+01 4.1982e+01 1.1758 0.239684
## hour10:dow5 4.9361e+01 4.0944e+01 1.2056 0.227982
## hour11:dow5 5.9986e+01 4.1143e+01 1.4580 0.144840
## hour12:dow5 4.9111e+01 4.1011e+01 1.1975 0.231104
## hour13:dow5 3.4486e+01 4.1815e+01 0.8247 0.409521
## hour14:dow5 -1.9889e+01 4.5032e+01 -0.4417 0.658734
## hour15:dow5 -5.4389e+01 5.7783e+01 -0.9413 0.346569
## hour16:dow5 -3.7139e+01 6.4107e+01 -0.5793 0.562370
## hour17:dow5 -4.5389e+01 7.0597e+01 -0.6429 0.520271
## hour18:dow5 -8.1639e+01 7.6242e+01 -1.0708 0.284267
## hour19:dow5 -7.2889e+01 8.0968e+01 -0.9002 0.368004
## hour20:dow5 -5.9889e+01 7.2632e+01 -0.8245 0.409627
## hour21:dow5 -3.5889e+01 7.6239e+01 -0.4707 0.637823
## hour22:dow5 -1.3764e+01 6.9311e+01 -0.1986 0.842591
## hour23:dow5 -4.5139e+00 6.7410e+01 -0.0670 0.946612
## hour1:dow6 4.1250e+01 6.3431e+01 0.6503 0.515488
## hour2:dow6 6.9250e+01 5.6456e+01 1.2266 0.219964
## hour3:dow6 6.7500e+01 5.7468e+01 1.1746 0.240165
## hour4:dow6 5.3375e+01 5.7357e+01 0.9306 0.352071
## hour5:dow6 5.3000e+01 5.1734e+01 1.0245 0.305613
## hour6:dow6 4.5500e+01 4.7949e+01 0.9489 0.342655
## hour7:dow6 6.8625e+01 4.6363e+01 1.4802 0.138828
## hour8:dow6 7.9000e+01 4.4199e+01 1.7874 0.073877 .
## hour9:dow6 8.8875e+01 4.3439e+01 2.0460 0.040761 *
## hour10:dow6 9.5625e+01 4.2731e+01 2.2378 0.025231 *
## hour11:dow6 1.0712e+02 4.2843e+01 2.5004 0.012404 *
## hour12:dow6 9.9625e+01 4.2839e+01 2.3256 0.020040 *
## hour13:dow6 9.5000e+01 4.4061e+01 2.1561 0.031076 *
## hour14:dow6 3.5625e+01 4.6921e+01 0.7593 0.447701
## hour15:dow6 2.7875e+01 6.1870e+01 0.4505 0.652323
## hour16:dow6 1.5000e+01 6.3498e+01 0.2362 0.813257
## hour17:dow6 7.3750e+00 7.1186e+01 0.1036 0.917485
## hour18:dow6 -1.2750e+01 7.6363e+01 -0.1670 0.867397
## hour19:dow6 -6.0000e+00 7.8416e+01 -0.0765 0.939009
## hour20:dow6 -4.3750e+00 7.0801e+01 -0.0618 0.950728
## hour21:dow6 4.3125e+01 7.2325e+01 0.5963 0.550998
## hour22:dow6 7.6000e+01 6.8691e+01 1.1064 0.268554
## hour23:dow6 8.9125e+01 6.3171e+01 1.4109 0.158288
## hour1:dow7 4.0500e+01 4.5676e+01 0.8867 0.375254
## hour2:dow7 5.9000e+01 3.9690e+01 1.4865 0.137138
## hour3:dow7 6.1375e+01 3.7487e+01 1.6372 0.101580
## hour4:dow7 1.0050e+02 6.0549e+01 1.6598 0.096950 .
## hour5:dow7 5.1750e+01 4.0134e+01 1.2894 0.197252
## hour6:dow7 5.8250e+01 3.6675e+01 1.5883 0.112220
## hour7:dow7 5.6750e+01 3.5242e+01 1.6103 0.107335
## hour8:dow7 4.4875e+01 3.2732e+01 1.3710 0.170376
## hour9:dow7 4.6625e+01 3.2899e+01 1.4172 0.156418
## hour10:dow7 6.2000e+01 3.1103e+01 1.9934 0.046219 *
## hour11:dow7 7.2500e+01 3.0785e+01 2.3551 0.018519 *
## hour12:dow7 7.2250e+01 3.2069e+01 2.2530 0.024261 *
## hour13:dow7 7.0750e+01 3.3098e+01 2.1376 0.032551 *
## hour14:dow7 5.8125e+01 3.7667e+01 1.5431 0.122801
## hour15:dow7 5.1500e+01 5.2689e+01 0.9774 0.328352
## hour16:dow7 5.6000e+01 5.2318e+01 1.0704 0.284453
## hour17:dow7 4.5625e+01 5.6942e+01 0.8013 0.422986
## hour18:dow7 1.2375e+01 6.0912e+01 0.2032 0.839008
## hour19:dow7 2.7250e+01 6.1353e+01 0.4442 0.656931
## hour20:dow7 1.3375e+01 5.9601e+01 0.2244 0.822439
## hour21:dow7 1.9625e+01 6.1630e+01 0.3184 0.750156
## hour22:dow7 1.2437e+02 5.6930e+01 2.1847 0.028910 *
## hour23:dow7 1.0862e+02 5.3130e+01 2.0445 0.040904 *
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Call:
## glm(formula = form, data = df)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -142.894 -26.752 6.192 26.639 124.535
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -46.03460 6.34071 -7.260 2.75e-12 ***
## lin1 0.18081 0.06508 2.778 0.00577 **
## lin2 0.06672 0.06450 1.034 0.30174
## postchange 11.38581 8.91437 1.277 0.20241
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for gaussian family taken to be 1673.561)
##
## Null deviance: 659731 on 336 degrees of freedom
## Residual deviance: 557296 on 333 degrees of freedom
## AIC: 3463.8
##
## Number of Fisher Scoring iterations: 2
##
##
## z test of coefficients:
##
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) -46.034595 6.772677 -6.7971 1.067e-11 ***
## lin1 0.180813 0.059172 3.0557 0.002245 **
## lin2 0.066717 0.051553 1.2942 0.195612
## postchange 11.385806 8.809579 1.2924 0.196207
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [1] "17 Regression for xbxchib model2 on 2016-11-17/blue/content change"
##
## Call:
## glm(formula = form, data = df)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -211.750 -23.500 -2.313 21.937 187.750
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## hour0 449.5714 17.0591 26.354 < 2e-16 ***
## hour1 405.8571 17.0591 23.791 < 2e-16 ***
## hour2 361.7143 17.0591 21.204 < 2e-16 ***
## hour3 346.5714 17.0591 20.316 < 2e-16 ***
## hour4 306.1429 17.0591 17.946 < 2e-16 ***
## hour5 276.2857 17.0591 16.196 < 2e-16 ***
## hour6 196.1429 17.0591 11.498 < 2e-16 ***
## hour7 131.8571 17.0591 7.729 2.34e-14 ***
## hour8 109.4286 17.0591 6.415 2.06e-10 ***
## hour9 73.5714 17.0591 4.313 1.75e-05 ***
## hour10 66.8571 17.0591 3.919 9.41e-05 ***
## hour11 67.7143 17.0591 3.969 7.65e-05 ***
## hour12 90.2857 17.0591 5.293 1.44e-07 ***
## hour13 130.0000 17.0591 7.621 5.25e-14 ***
## hour14 204.2857 17.0591 11.975 < 2e-16 ***
## hour15 230.5714 17.0591 13.516 < 2e-16 ***
## hour16 288.7500 15.9573 18.095 < 2e-16 ***
## hour17 334.0000 15.9573 20.931 < 2e-16 ***
## hour18 355.6250 15.9573 22.286 < 2e-16 ***
## hour19 367.0000 15.9573 22.999 < 2e-16 ***
## hour20 381.2500 15.9573 23.892 < 2e-16 ***
## hour21 374.8750 15.9573 23.492 < 2e-16 ***
## hour22 353.1250 15.9573 22.129 < 2e-16 ***
## hour23 368.0000 15.9573 23.062 < 2e-16 ***
## dow2 -92.1964 23.3591 -3.947 8.40e-05 ***
## dow3 -71.1964 23.3591 -3.048 0.002357 **
## dow4 -89.9464 23.3591 -3.851 0.000124 ***
## dow5 -99.5714 22.7455 -4.378 1.31e-05 ***
## dow6 -116.5714 23.3591 -4.990 6.95e-07 ***
## dow7 -85.1964 23.3591 -3.647 0.000277 ***
## hour1:dow2 81.7143 33.0348 2.474 0.013520 *
## hour2:dow2 78.6071 33.0348 2.380 0.017497 *
## hour3:dow2 63.8750 33.0348 1.934 0.053411 .
## hour4:dow2 41.4286 33.0348 1.254 0.210064
## hour5:dow2 18.4107 33.0348 0.557 0.577422
## hour6:dow2 44.3036 33.0348 1.341 0.180146
## hour7:dow2 55.8393 33.0348 1.690 0.091238 .
## hour8:dow2 51.7679 33.0348 1.567 0.117373
## hour9:dow2 72.3750 33.0348 2.191 0.028661 *
## hour10:dow2 79.8393 33.0348 2.417 0.015811 *
## hour11:dow2 84.2321 33.0348 2.550 0.010907 *
## hour12:dow2 81.4107 33.0348 2.464 0.013870 *
## hour13:dow2 73.6964 33.0348 2.231 0.025881 *
## hour14:dow2 25.6607 33.0348 0.777 0.437449
## hour15:dow2 41.8750 33.0348 1.268 0.205196
## hour16:dow2 26.5714 32.4796 0.818 0.413471
## hour17:dow2 -12.3036 32.4796 -0.379 0.704899
## hour18:dow2 -21.6786 32.4796 -0.667 0.504617
## hour19:dow2 -23.8036 32.4796 -0.733 0.463782
## hour20:dow2 -11.5536 32.4796 -0.356 0.722117
## hour21:dow2 39.9464 32.4796 1.230 0.218988
## hour22:dow2 82.0714 32.4796 2.527 0.011642 *
## hour23:dow2 68.3214 32.4796 2.104 0.035637 *
## hour1:dow3 40.2143 33.0348 1.217 0.223728
## hour2:dow3 30.9821 33.0348 0.938 0.348511
## hour3:dow3 -2.8750 33.0348 -0.087 0.930663
## hour4:dow3 -20.5714 33.0348 -0.623 0.533592
## hour5:dow3 -0.2143 33.0348 -0.006 0.994826
## hour6:dow3 40.3036 33.0348 1.220 0.222702
## hour7:dow3 46.3393 33.0348 1.403 0.160963
## hour8:dow3 45.3929 33.0348 1.374 0.169680
## hour9:dow3 62.5000 33.0348 1.892 0.058749 .
## hour10:dow3 65.3393 33.0348 1.978 0.048179 *
## hour11:dow3 59.8571 33.0348 1.812 0.070255 .
## hour12:dow3 66.2857 33.0348 2.007 0.045032 *
## hour13:dow3 56.5714 33.0348 1.712 0.087077 .
## hour14:dow3 3.7857 33.0348 0.115 0.908784
## hour15:dow3 3.1250 33.0348 0.095 0.924651
## hour16:dow3 -17.8036 32.4796 -0.548 0.583697
## hour17:dow3 -35.5536 32.4796 -1.095 0.273901
## hour18:dow3 -26.3036 32.4796 -0.810 0.418194
## hour19:dow3 -35.6786 32.4796 -1.098 0.272219
## hour20:dow3 -16.9286 32.4796 -0.521 0.602323
## hour21:dow3 19.1964 32.4796 0.591 0.554615
## hour22:dow3 71.8214 32.4796 2.211 0.027212 *
## hour23:dow3 68.3214 32.4796 2.104 0.035637 *
## hour1:dow4 40.0893 33.0348 1.214 0.225169
## hour2:dow4 35.8571 33.0348 1.085 0.277956
## hour3:dow4 14.8750 33.0348 0.450 0.652591
## hour4:dow4 11.0536 33.0348 0.335 0.737985
## hour5:dow4 1.6607 33.0348 0.050 0.959915
## hour6:dow4 29.6786 33.0348 0.898 0.369158
## hour7:dow4 54.3393 33.0348 1.645 0.100261
## hour8:dow4 51.0179 33.0348 1.544 0.122774
## hour9:dow4 81.3750 33.0348 2.463 0.013911 *
## hour10:dow4 89.7143 33.0348 2.716 0.006711 **
## hour11:dow4 82.7321 33.0348 2.504 0.012403 *
## hour12:dow4 76.4107 33.0348 2.313 0.020896 *
## hour13:dow4 62.9464 33.0348 1.905 0.056969 .
## hour14:dow4 28.0357 33.0348 0.849 0.396240
## hour15:dow4 17.2500 33.0348 0.522 0.601648
## hour16:dow4 -20.3036 32.4796 -0.625 0.532017
## hour17:dow4 -32.8036 32.4796 -1.010 0.312719
## hour18:dow4 -36.1786 32.4796 -1.114 0.265560
## hour19:dow4 -25.9286 32.4796 -0.798 0.424858
## hour20:dow4 -20.5536 32.4796 -0.633 0.526980
## hour21:dow4 37.3214 32.4796 1.149 0.250764
## hour22:dow4 82.5714 32.4796 2.542 0.011144 *
## hour23:dow4 73.4464 32.4796 2.261 0.023926 *
## hour1:dow5 12.0893 32.6038 0.371 0.710859
## hour2:dow5 31.2321 32.6038 0.958 0.338299
## hour3:dow5 3.3750 32.6038 0.104 0.917572
## hour4:dow5 7.6786 32.6038 0.236 0.813853
## hour5:dow5 21.0357 32.6038 0.645 0.518931
## hour6:dow5 37.1786 32.6038 1.140 0.254392
## hour7:dow5 60.9643 32.6038 1.870 0.061757 .
## hour8:dow5 55.8929 32.6038 1.714 0.086741 .
## hour9:dow5 87.1250 32.6038 2.672 0.007641 **
## hour10:dow5 89.8393 32.6038 2.755 0.005953 **
## hour11:dow5 88.3571 32.6038 2.710 0.006828 **
## hour12:dow5 80.2857 32.6038 2.462 0.013944 *
## hour13:dow5 72.0714 32.6038 2.211 0.027265 *
## hour14:dow5 26.6607 32.6038 0.818 0.413687
## hour15:dow5 21.6250 32.6038 0.663 0.507292
## hour16:dow5 -9.3036 32.0410 -0.290 0.771590
## hour17:dow5 -29.9286 32.0410 -0.934 0.350464
## hour18:dow5 -44.1786 32.0410 -1.379 0.168220
## hour19:dow5 -37.6786 32.0410 -1.176 0.239859
## hour20:dow5 -21.4286 32.0410 -0.669 0.503767
## hour21:dow5 9.1964 32.0410 0.287 0.774148
## hour22:dow5 40.3214 32.0410 1.258 0.208491
## hour23:dow5 26.5714 32.0410 0.829 0.407110
## hour1:dow6 39.3393 33.0348 1.191 0.233960
## hour2:dow6 63.6071 33.0348 1.925 0.054418 .
## hour3:dow6 39.6250 33.0348 1.199 0.230583
## hour4:dow6 49.6786 33.0348 1.504 0.132900
## hour5:dow6 50.1607 33.0348 1.518 0.129183
## hour6:dow6 66.8036 33.0348 2.022 0.043385 *
## hour7:dow6 89.2143 33.0348 2.701 0.007023 **
## hour8:dow6 87.6429 33.0348 2.653 0.008087 **
## hour9:dow6 114.7500 33.0348 3.474 0.000533 ***
## hour10:dow6 118.5893 33.0348 3.590 0.000345 ***
## hour11:dow6 113.4821 33.0348 3.435 0.000613 ***
## hour12:dow6 103.2857 33.0348 3.127 0.001813 **
## hour13:dow6 120.6964 33.0348 3.654 0.000270 ***
## hour14:dow6 71.7857 33.0348 2.173 0.029981 *
## hour15:dow6 72.2500 33.0348 2.187 0.028937 *
## hour16:dow6 43.0714 32.4796 1.326 0.185066
## hour17:dow6 37.4464 32.4796 1.153 0.249181
## hour18:dow6 14.1964 32.4796 0.437 0.662129
## hour19:dow6 21.6964 32.4796 0.668 0.504266
## hour20:dow6 34.8214 32.4796 1.072 0.283898
## hour21:dow6 71.1250 33.0348 2.153 0.031523 *
## hour22:dow6 105.8750 33.0348 3.205 0.001388 **
## hour23:dow6 103.8214 32.4796 3.197 0.001429 **
## hour1:dow7 54.7143 33.0348 1.656 0.097941 .
## hour2:dow7 57.7321 33.0348 1.748 0.080797 .
## hour3:dow7 48.2500 33.0348 1.461 0.144403
## hour4:dow7 39.0536 33.0348 1.182 0.237372
## hour5:dow7 27.6607 33.0348 0.837 0.402586
## hour6:dow7 51.4286 33.0348 1.557 0.119793
## hour7:dow7 66.3393 33.0348 2.008 0.044859 *
## hour8:dow7 70.0179 33.0348 2.120 0.034260 *
## hour9:dow7 90.6250 33.0348 2.743 0.006177 **
## hour10:dow7 88.5893 33.0348 2.682 0.007430 **
## hour11:dow7 102.9821 33.0348 3.117 0.001870 **
## hour12:dow7 92.4107 33.0348 2.797 0.005238 **
## hour13:dow7 120.5714 33.0348 3.650 0.000274 ***
## hour14:dow7 118.1607 33.0348 3.577 0.000362 ***
## hour15:dow7 146.2500 33.0348 4.427 1.05e-05 ***
## hour16:dow7 111.1964 32.4796 3.424 0.000640 ***
## hour17:dow7 92.0536 33.0348 2.787 0.005414 **
## hour18:dow7 82.8571 33.0348 2.508 0.012272 *
## hour19:dow7 94.4821 33.0348 2.860 0.004312 **
## hour20:dow7 81.3750 33.0348 2.463 0.013911 *
## hour21:dow7 113.0357 33.0348 3.422 0.000644 ***
## hour22:dow7 193.0714 33.0348 5.844 6.61e-09 ***
## hour23:dow7 148.3393 33.0348 4.490 7.82e-06 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for gaussian family taken to be 2037.089)
##
## Null deviance: 82803875 on 1320 degrees of freedom
## Residual deviance: 2346727 on 1152 degrees of freedom
## AIC: 13962
##
## Number of Fisher Scoring iterations: 2
##
##
## z test of coefficients:
##
## Estimate Std. Error z value Pr(>|z|)
## hour0 449.57143 25.59732 17.5632 < 2.2e-16 ***
## hour1 405.85714 19.58375 20.7242 < 2.2e-16 ***
## hour2 361.71429 20.28557 17.8311 < 2.2e-16 ***
## hour3 346.57143 14.03173 24.6991 < 2.2e-16 ***
## hour4 306.14286 19.10383 16.0252 < 2.2e-16 ***
## hour5 276.28571 29.56903 9.3438 < 2.2e-16 ***
## hour6 196.14286 19.93641 9.8384 < 2.2e-16 ***
## hour7 131.85714 11.96184 11.0232 < 2.2e-16 ***
## hour8 109.42857 12.08713 9.0533 < 2.2e-16 ***
## hour9 73.57143 10.09698 7.2865 3.182e-13 ***
## hour10 66.85714 6.60013 10.1297 < 2.2e-16 ***
## hour11 67.71429 5.87782 11.5203 < 2.2e-16 ***
## hour12 90.28571 6.24059 14.4675 < 2.2e-16 ***
## hour13 130.00000 8.97938 14.4776 < 2.2e-16 ***
## hour14 204.28571 18.32702 11.1467 < 2.2e-16 ***
## hour15 230.57143 17.31013 13.3200 < 2.2e-16 ***
## hour16 288.75000 16.90259 17.0832 < 2.2e-16 ***
## hour17 334.00000 17.90382 18.6552 < 2.2e-16 ***
## hour18 355.62500 14.95015 23.7874 < 2.2e-16 ***
## hour19 367.00000 19.04072 19.2745 < 2.2e-16 ***
## hour20 381.25000 22.43351 16.9947 < 2.2e-16 ***
## hour21 374.87500 24.53658 15.2782 < 2.2e-16 ***
## hour22 353.12500 23.72187 14.8861 < 2.2e-16 ***
## hour23 368.00000 19.27342 19.0937 < 2.2e-16 ***
## dow2 -92.19643 34.62644 -2.6626 0.0077539 **
## dow3 -71.19643 29.07318 -2.4489 0.0143305 *
## dow4 -89.94643 27.96644 -3.2162 0.0012989 **
## dow5 -99.57143 28.69431 -3.4701 0.0005203 ***
## dow6 -116.57143 33.18006 -3.5133 0.0004426 ***
## dow7 -85.19643 36.40689 -2.3401 0.0192776 *
## hour1:dow2 81.71429 46.64396 1.7519 0.0797957 .
## hour2:dow2 78.60714 47.31656 1.6613 0.0966526 .
## hour3:dow2 63.87500 47.02990 1.3582 0.1744071
## hour4:dow2 41.42857 47.28800 0.8761 0.3809807
## hour5:dow2 18.41071 51.46314 0.3577 0.7205337
## hour6:dow2 44.30357 45.51646 0.9734 0.3303780
## hour7:dow2 55.83929 42.05743 1.3277 0.1842800
## hour8:dow2 51.76786 37.29027 1.3882 0.1650639
## hour9:dow2 72.37500 36.28518 1.9946 0.0460848 *
## hour10:dow2 79.83929 35.34065 2.2591 0.0238750 *
## hour11:dow2 84.23214 35.32395 2.3846 0.0170995 *
## hour12:dow2 81.41071 35.73465 2.2782 0.0227146 *
## hour13:dow2 73.69643 36.75962 2.0048 0.0449823 *
## hour14:dow2 25.66071 39.90941 0.6430 0.5202410
## hour15:dow2 41.87500 39.19418 1.0684 0.2853408
## hour16:dow2 26.57143 42.81523 0.6206 0.5348583
## hour17:dow2 -12.30357 39.85557 -0.3087 0.7575467
## hour18:dow2 -21.67857 39.66992 -0.5465 0.5847403
## hour19:dow2 -23.80357 41.14463 -0.5785 0.5629035
## hour20:dow2 -11.55357 43.50119 -0.2656 0.7905534
## hour21:dow2 39.94643 45.02553 0.8872 0.3749738
## hour22:dow2 82.07143 44.20653 1.8565 0.0633759 .
## hour23:dow2 68.32143 42.60826 1.6035 0.1088291
## hour1:dow3 40.21429 36.68525 1.0962 0.2729922
## hour2:dow3 30.98214 41.46546 0.7472 0.4549552
## hour3:dow3 -2.87500 38.38633 -0.0749 0.9402971
## hour4:dow3 -20.57143 37.95555 -0.5420 0.5878272
## hour5:dow3 -0.21429 43.11394 -0.0050 0.9960344
## hour6:dow3 40.30357 39.53884 1.0193 0.3080410
## hour7:dow3 46.33929 34.34296 1.3493 0.1772376
## hour8:dow3 45.39286 32.75703 1.3857 0.1658251
## hour9:dow3 62.50000 30.97170 2.0180 0.0435942 *
## hour10:dow3 65.33929 30.09149 2.1714 0.0299044 *
## hour11:dow3 59.85714 29.74876 2.0121 0.0442106 *
## hour12:dow3 66.28571 30.09863 2.2023 0.0276453 *
## hour13:dow3 56.57143 31.37721 1.8029 0.0713966 .
## hour14:dow3 3.78571 35.32903 0.1072 0.9146653
## hour15:dow3 3.12500 35.85694 0.0872 0.9305508
## hour16:dow3 -17.80357 35.76063 -0.4979 0.6185870
## hour17:dow3 -35.55357 35.54180 -1.0003 0.3171503
## hour18:dow3 -26.30357 34.66591 -0.7588 0.4479880
## hour19:dow3 -35.67857 38.19408 -0.9341 0.3502323
## hour20:dow3 -16.92857 39.14678 -0.4324 0.6654228
## hour21:dow3 19.19643 39.15578 0.4903 0.6239515
## hour22:dow3 71.82143 39.04007 1.8397 0.0658145 .
## hour23:dow3 68.32143 38.04519 1.7958 0.0725269 .
## hour1:dow4 40.08929 37.01202 1.0831 0.2787453
## hour2:dow4 35.85714 38.08503 0.9415 0.3464475
## hour3:dow4 14.87500 36.36683 0.4090 0.6825202
## hour4:dow4 11.05357 37.80564 0.2924 0.7699969
## hour5:dow4 1.66071 44.58848 0.0372 0.9702894
## hour6:dow4 29.67857 36.99880 0.8021 0.4224664
## hour7:dow4 54.33929 31.26635 1.7379 0.0822200 .
## hour8:dow4 51.01786 30.81786 1.6555 0.0978304 .
## hour9:dow4 81.37500 30.06864 2.7063 0.0068036 **
## hour10:dow4 89.71429 29.42910 3.0485 0.0023000 **
## hour11:dow4 82.73214 28.75420 2.8772 0.0040120 **
## hour12:dow4 76.41071 29.15520 2.6208 0.0087717 **
## hour13:dow4 62.94643 29.86227 2.1079 0.0350403 *
## hour14:dow4 28.03571 34.98197 0.8014 0.4228808
## hour15:dow4 17.25000 34.98987 0.4930 0.6220127
## hour16:dow4 -20.30357 35.86973 -0.5660 0.5713691
## hour17:dow4 -32.80357 37.09175 -0.8844 0.3764857
## hour18:dow4 -36.17857 35.23480 -1.0268 0.3045216
## hour19:dow4 -25.92857 37.79259 -0.6861 0.4926655
## hour20:dow4 -20.55357 38.00662 -0.5408 0.5886528
## hour21:dow4 37.32143 40.07471 0.9313 0.3517004
## hour22:dow4 82.57143 40.86308 2.0207 0.0433123 *
## hour23:dow4 73.44643 36.61774 2.0058 0.0448818 *
## hour1:dow5 12.08929 36.46706 0.3315 0.7402574
## hour2:dow5 31.23214 37.78618 0.8265 0.4084925
## hour3:dow5 3.37500 36.36767 0.0928 0.9260607
## hour4:dow5 7.67857 39.39277 0.1949 0.8454529
## hour5:dow5 21.03571 44.26630 0.4752 0.6346385
## hour6:dow5 37.17857 36.86989 1.0084 0.3132759
## hour7:dow5 60.96429 32.14208 1.8967 0.0578659 .
## hour8:dow5 55.89286 31.92531 1.7507 0.0799910 .
## hour9:dow5 87.12500 30.95711 2.8144 0.0048872 **
## hour10:dow5 89.83929 29.66618 3.0283 0.0024590 **
## hour11:dow5 88.35714 29.68238 2.9768 0.0029132 **
## hour12:dow5 80.28571 30.05389 2.6714 0.0075537 **
## hour13:dow5 72.07143 30.42636 2.3687 0.0178499 *
## hour14:dow5 26.66071 35.43745 0.7523 0.4518517
## hour15:dow5 21.62500 35.06973 0.6166 0.5374798
## hour16:dow5 -9.30357 35.68417 -0.2607 0.7943086
## hour17:dow5 -29.92857 35.22811 -0.8496 0.3955669
## hour18:dow5 -44.17857 34.86457 -1.2671 0.2051024
## hour19:dow5 -37.67857 36.82666 -1.0231 0.3062449
## hour20:dow5 -21.42857 36.92267 -0.5804 0.5616695
## hour21:dow5 9.19643 40.17511 0.2289 0.8189400
## hour22:dow5 40.32143 41.05691 0.9821 0.3260574
## hour23:dow5 26.57143 42.74935 0.6216 0.5342291
## hour1:dow6 39.33929 40.30039 0.9762 0.3289894
## hour2:dow6 63.60714 39.80927 1.5978 0.1100881
## hour3:dow6 39.62500 40.61936 0.9755 0.3293024
## hour4:dow6 49.67857 41.36164 1.2011 0.2297208
## hour5:dow6 50.16071 46.79280 1.0720 0.2837312
## hour6:dow6 66.80357 40.71771 1.6407 0.1008698
## hour7:dow6 89.21429 36.83858 2.4218 0.0154455 *
## hour8:dow6 87.64286 36.37649 2.4093 0.0159820 *
## hour9:dow6 114.75000 34.79715 3.2977 0.0009749 ***
## hour10:dow6 118.58929 34.30649 3.4568 0.0005467 ***
## hour11:dow6 113.48214 34.26251 3.3121 0.0009259 ***
## hour12:dow6 103.28571 34.00805 3.0371 0.0023887 **
## hour13:dow6 120.69643 35.94826 3.3575 0.0007865 ***
## hour14:dow6 71.78571 40.11092 1.7897 0.0735053 .
## hour15:dow6 72.25000 40.62613 1.7784 0.0753362 .
## hour16:dow6 43.07143 41.99760 1.0256 0.3050949
## hour17:dow6 37.44643 45.75802 0.8184 0.4131530
## hour18:dow6 14.19643 46.66662 0.3042 0.7609683
## hour19:dow6 21.69643 47.55504 0.4562 0.6482187
## hour20:dow6 34.82143 43.03863 0.8091 0.4184726
## hour21:dow6 71.12500 48.37828 1.4702 0.1415117
## hour22:dow6 105.87500 52.11282 2.0316 0.0421891 *
## hour23:dow6 103.82143 47.03998 2.2071 0.0273078 *
## hour1:dow7 54.71429 50.94007 1.0741 0.2827818
## hour2:dow7 57.73214 46.22688 1.2489 0.2117065
## hour3:dow7 48.25000 48.03938 1.0044 0.3151934
## hour4:dow7 39.05357 50.06283 0.7801 0.4353372
## hour5:dow7 27.66071 58.23582 0.4750 0.6348029
## hour6:dow7 51.42857 47.54278 1.0817 0.2793714
## hour7:dow7 66.33929 40.71595 1.6293 0.1032454
## hour8:dow7 70.01786 39.74305 1.7618 0.0781093 .
## hour9:dow7 90.62500 38.12874 2.3768 0.0174628 *
## hour10:dow7 88.58929 37.09298 2.3883 0.0169264 *
## hour11:dow7 102.98214 37.27717 2.7626 0.0057342 **
## hour12:dow7 92.41071 38.04905 2.4287 0.0151520 *
## hour13:dow7 120.57143 38.78172 3.1090 0.0018774 **
## hour14:dow7 118.16071 41.85856 2.8229 0.0047598 **
## hour15:dow7 146.25000 44.62079 3.2776 0.0010469 **
## hour16:dow7 111.19643 43.97510 2.5286 0.0114511 *
## hour17:dow7 92.05357 45.89829 2.0056 0.0448991 *
## hour18:dow7 82.85714 47.85889 1.7313 0.0834018 .
## hour19:dow7 94.48214 46.61733 2.0268 0.0426870 *
## hour20:dow7 81.37500 47.10331 1.7276 0.0840625 .
## hour21:dow7 113.03571 51.45110 2.1970 0.0280237 *
## hour22:dow7 193.07143 49.51894 3.8989 9.661e-05 ***
## hour23:dow7 148.33929 48.78192 3.0409 0.0023590 **
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Call:
## glm(formula = form, data = df)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -213.399 -16.974 -2.228 18.131 100.219
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 6.72163 5.69478 1.180 0.238780
## lin1 0.05514 0.06768 0.815 0.415858
## lin2 0.17892 0.05378 3.327 0.000985 ***
## postchange -9.14468 7.72824 -1.183 0.237604
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for gaussian family taken to be 1163.486)
##
## Null deviance: 381993 on 313 degrees of freedom
## Residual deviance: 360681 on 310 degrees of freedom
## AIC: 3113.6
##
## Number of Fisher Scoring iterations: 2
##
##
## z test of coefficients:
##
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) 6.721629 3.844152 1.7485 0.0803717 .
## lin1 0.055136 0.053925 1.0225 0.3065653
## lin2 0.178920 0.049071 3.6462 0.0002662 ***
## postchange -9.144678 5.816495 -1.5722 0.1159048
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [1] "18 Regression for rate_xbxchib model2 on 2016-10-11/purple/0-10%"
##
## Call:
## glm(formula = form, data = df)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -0.007756 -0.000246 -0.000040 0.000178 0.043672
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## hour0 5.765e-03 6.775e-04 8.509 < 2e-16 ***
## hour1 5.460e-03 6.775e-04 8.058 1.90e-15 ***
## hour2 4.419e-03 6.775e-04 6.523 1.03e-10 ***
## hour3 4.343e-03 6.775e-04 6.410 2.11e-10 ***
## hour4 3.649e-03 6.775e-04 5.386 8.73e-08 ***
## hour5 3.284e-03 6.775e-04 4.847 1.43e-06 ***
## hour6 2.670e-03 6.775e-04 3.941 8.61e-05 ***
## hour7 1.713e-03 6.775e-04 2.528 0.011587 *
## hour8 1.484e-03 6.775e-04 2.190 0.028740 *
## hour9 1.090e-03 6.775e-04 1.609 0.107933
## hour10 1.148e-03 6.775e-04 1.694 0.090459 .
## hour11 9.812e-04 6.775e-04 1.448 0.147834
## hour12 1.592e-03 6.775e-04 2.349 0.018968 *
## hour13 1.849e-03 6.775e-04 2.729 0.006444 **
## hour14 2.543e-03 7.243e-04 3.511 0.000463 ***
## hour15 2.850e-03 7.243e-04 3.935 8.81e-05 ***
## hour16 2.979e-03 6.775e-04 4.396 1.20e-05 ***
## hour17 3.184e-03 6.775e-04 4.700 2.91e-06 ***
## hour18 3.613e-03 6.775e-04 5.332 1.16e-07 ***
## hour19 3.889e-03 6.775e-04 5.741 1.20e-08 ***
## hour20 3.924e-03 6.775e-04 5.791 8.98e-09 ***
## hour21 4.294e-03 6.775e-04 6.337 3.33e-10 ***
## hour22 4.371e-03 6.775e-04 6.451 1.62e-10 ***
## hour23 4.194e-03 6.775e-04 6.190 8.33e-10 ***
## dow2 -1.728e-03 9.581e-04 -1.803 0.071626 .
## dow3 -2.254e-03 9.311e-04 -2.420 0.015653 *
## dow4 -1.866e-03 9.581e-04 -1.948 0.051706 .
## dow5 -1.985e-03 9.581e-04 -2.072 0.038494 *
## dow6 -2.231e-03 9.581e-04 -2.329 0.020046 *
## dow7 -1.698e-03 9.581e-04 -1.772 0.076616 .
## hour1:dow2 1.315e-04 1.355e-03 0.097 0.922686
## hour2:dow2 6.503e-04 1.355e-03 0.480 0.631361
## hour3:dow2 4.664e-04 1.355e-03 0.344 0.730766
## hour4:dow2 5.551e-04 1.355e-03 0.410 0.682106
## hour5:dow2 2.243e-04 1.355e-03 0.166 0.868539
## hour6:dow2 1.885e-04 1.355e-03 0.139 0.889405
## hour7:dow2 6.634e-04 1.355e-03 0.490 0.624508
## hour8:dow2 8.190e-04 1.355e-03 0.604 0.545696
## hour9:dow2 1.232e-03 1.355e-03 0.909 0.363504
## hour10:dow2 1.078e-03 1.355e-03 0.795 0.426546
## hour11:dow2 1.129e-03 1.355e-03 0.833 0.404749
## hour12:dow2 5.554e-04 1.355e-03 0.410 0.681984
## hour13:dow2 3.347e-04 1.355e-03 0.247 0.804964
## hour14:dow2 -2.085e-04 1.379e-03 -0.151 0.879838
## hour15:dow2 -3.139e-04 1.379e-03 -0.228 0.820001
## hour16:dow2 -2.342e-04 1.355e-03 -0.173 0.862794
## hour17:dow2 -2.993e-04 1.355e-03 -0.221 0.825207
## hour18:dow2 -5.510e-04 1.355e-03 -0.407 0.684348
## hour19:dow2 -7.007e-04 1.355e-03 -0.517 0.605189
## hour20:dow2 -3.835e-04 1.355e-03 -0.283 0.777216
## hour21:dow2 -2.598e-04 1.355e-03 -0.192 0.847957
## hour22:dow2 2.568e-04 1.355e-03 0.190 0.849725
## hour23:dow2 5.857e-04 1.355e-03 0.432 0.665647
## hour1:dow3 8.072e-04 1.336e-03 0.604 0.545832
## hour2:dow3 1.094e-03 1.336e-03 0.819 0.413233
## hour3:dow3 9.101e-04 1.336e-03 0.681 0.495913
## hour4:dow3 1.275e-03 1.336e-03 0.955 0.340023
## hour5:dow3 1.410e-03 1.336e-03 1.055 0.291549
## hour6:dow3 1.249e-03 1.336e-03 0.935 0.349971
## hour7:dow3 1.589e-03 1.336e-03 1.189 0.234566
## hour8:dow3 1.403e-03 1.336e-03 1.050 0.293984
## hour9:dow3 1.972e-03 1.336e-03 1.476 0.140172
## hour10:dow3 1.853e-03 1.336e-03 1.387 0.165762
## hour11:dow3 1.894e-03 1.336e-03 1.417 0.156619
## hour12:dow3 1.313e-03 1.336e-03 0.983 0.325831
## hour13:dow3 1.064e-03 1.336e-03 0.796 0.426147
## hour14:dow3 4.873e-04 1.360e-03 0.358 0.720245
## hour15:dow3 4.291e-04 1.360e-03 0.315 0.752485
## hour16:dow3 5.068e-04 1.336e-03 0.379 0.704523
## hour17:dow3 3.887e-04 1.336e-03 0.291 0.771158
## hour18:dow3 1.326e-04 1.336e-03 0.099 0.920933
## hour19:dow3 5.378e-06 1.336e-03 0.004 0.996789
## hour20:dow3 2.409e-04 1.336e-03 0.180 0.856950
## hour21:dow3 5.705e-04 1.336e-03 0.427 0.669437
## hour22:dow3 1.240e-03 1.336e-03 0.928 0.353683
## hour23:dow3 1.665e-03 1.336e-03 1.246 0.212944
## hour1:dow4 3.950e-04 1.355e-03 0.291 0.770722
## hour2:dow4 9.774e-04 1.355e-03 0.721 0.470846
## hour3:dow4 5.055e-04 1.355e-03 0.373 0.709158
## hour4:dow4 9.131e-04 1.355e-03 0.674 0.500514
## hour5:dow4 6.824e-04 1.355e-03 0.504 0.614646
## hour6:dow4 4.768e-04 1.355e-03 0.352 0.724976
## hour7:dow4 9.671e-04 1.355e-03 0.714 0.475559
## hour8:dow4 1.013e-03 1.355e-03 0.748 0.454817
## hour9:dow4 1.513e-03 1.355e-03 1.117 0.264417
## hour10:dow4 1.390e-03 1.355e-03 1.025 0.305343
## hour11:dow4 1.522e-03 1.355e-03 1.123 0.261668
## hour12:dow4 9.861e-04 1.355e-03 0.728 0.466921
## hour13:dow4 7.260e-04 1.355e-03 0.536 0.592217
## hour14:dow4 1.908e-04 1.379e-03 0.138 0.890006
## hour15:dow4 1.904e-05 1.379e-03 0.014 0.988987
## hour16:dow4 5.321e-05 1.355e-03 0.039 0.968681
## hour17:dow4 -6.631e-05 1.355e-03 -0.049 0.960977
## hour18:dow4 -2.772e-04 1.355e-03 -0.205 0.837945
## hour19:dow4 -4.019e-04 1.355e-03 -0.297 0.766831
## hour20:dow4 -1.588e-04 1.355e-03 -0.117 0.906747
## hour21:dow4 -7.089e-05 1.355e-03 -0.052 0.958287
## hour22:dow4 4.193e-04 1.355e-03 0.309 0.757049
## hour23:dow4 1.120e-03 1.355e-03 0.826 0.408795
## hour1:dow5 -4.609e-05 1.355e-03 -0.034 0.972873
## hour2:dow5 7.268e-04 1.355e-03 0.536 0.591789
## hour3:dow5 5.454e-04 1.355e-03 0.403 0.687381
## hour4:dow5 8.789e-04 1.355e-03 0.649 0.516694
## hour5:dow5 7.637e-04 1.355e-03 0.564 0.573149
## hour6:dow5 6.251e-04 1.355e-03 0.461 0.644663
## hour7:dow5 1.102e-03 1.355e-03 0.813 0.416206
## hour8:dow5 1.021e-03 1.355e-03 0.754 0.451102
## hour9:dow5 1.571e-03 1.355e-03 1.160 0.246420
## hour10:dow5 1.445e-03 1.355e-03 1.067 0.286308
## hour11:dow5 1.438e-03 1.355e-03 1.061 0.288725
## hour12:dow5 8.282e-04 1.355e-03 0.611 0.541174
## hour13:dow5 7.068e-04 1.355e-03 0.522 0.602047
## hour14:dow5 4.445e-05 1.379e-03 0.032 0.974290
## hour15:dow5 -1.455e-04 1.379e-03 -0.106 0.915982
## hour16:dow5 -5.570e-05 1.355e-03 -0.041 0.967218
## hour17:dow5 -2.237e-04 1.355e-03 -0.165 0.868910
## hour18:dow5 -5.207e-04 1.355e-03 -0.384 0.700827
## hour19:dow5 -5.751e-04 1.355e-03 -0.424 0.671326
## hour20:dow5 -3.208e-04 1.355e-03 -0.237 0.812919
## hour21:dow5 -8.014e-05 1.355e-03 -0.059 0.952845
## hour22:dow5 3.812e-04 1.355e-03 0.281 0.778503
## hour23:dow5 8.593e-04 1.355e-03 0.634 0.526092
## hour1:dow6 3.770e-04 1.355e-03 0.278 0.780905
## hour2:dow6 1.183e-03 1.355e-03 0.873 0.382634
## hour3:dow6 8.274e-04 1.355e-03 0.611 0.541569
## hour4:dow6 1.720e-03 1.355e-03 1.270 0.204450
## hour5:dow6 1.565e-03 1.355e-03 1.155 0.248245
## hour6:dow6 1.153e-03 1.355e-03 0.851 0.395124
## hour7:dow6 1.609e-03 1.355e-03 1.187 0.235422
## hour8:dow6 1.531e-03 1.379e-03 1.110 0.267161
## hour9:dow6 2.014e-03 1.379e-03 1.460 0.144459
## hour10:dow6 1.809e-03 1.379e-03 1.312 0.189770
## hour11:dow6 1.725e-03 1.379e-03 1.251 0.211136
## hour12:dow6 1.080e-03 1.355e-03 0.797 0.425641
## hour13:dow6 1.077e-03 1.355e-03 0.795 0.426765
## hour14:dow6 4.260e-04 1.379e-03 0.309 0.757454
## hour15:dow6 2.419e-04 1.379e-03 0.175 0.860790
## hour16:dow6 4.184e-04 1.355e-03 0.309 0.757548
## hour17:dow6 1.964e-04 1.355e-03 0.145 0.884779
## hour18:dow6 7.809e-04 1.355e-03 0.576 0.564517
## hour19:dow6 5.382e-03 1.355e-03 3.972 7.56e-05 ***
## hour20:dow6 7.715e-03 1.379e-03 5.594 2.76e-08 ***
## hour21:dow6 3.148e-04 1.410e-03 0.223 0.823404
## hour22:dow6 1.140e-03 1.379e-03 0.827 0.408495
## hour23:dow6 2.602e-03 1.355e-03 1.920 0.055050 .
## hour1:dow7 7.085e-04 1.355e-03 0.523 0.601185
## hour2:dow7 1.306e-03 1.355e-03 0.964 0.335412
## hour3:dow7 1.150e-03 1.355e-03 0.849 0.396303
## hour4:dow7 1.828e-03 1.355e-03 1.349 0.177584
## hour5:dow7 1.677e-03 1.355e-03 1.238 0.216134
## hour6:dow7 1.348e-03 1.355e-03 0.995 0.319953
## hour7:dow7 1.444e-03 1.355e-03 1.066 0.286635
## hour8:dow7 1.387e-03 1.355e-03 1.024 0.306103
## hour9:dow7 1.879e-03 1.355e-03 1.387 0.165842
## hour10:dow7 1.720e-03 1.355e-03 1.270 0.204507
## hour11:dow7 1.804e-03 1.355e-03 1.331 0.183314
## hour12:dow7 1.660e-03 1.355e-03 1.225 0.220895
## hour13:dow7 1.959e-03 1.355e-03 1.446 0.148543
## hour14:dow7 1.612e-03 1.403e-03 1.150 0.250515
## hour15:dow7 1.980e-03 1.403e-03 1.412 0.158284
## hour16:dow7 1.799e-03 1.355e-03 1.328 0.184542
## hour17:dow7 1.866e-03 1.355e-03 1.377 0.168743
## hour18:dow7 1.997e-03 1.355e-03 1.474 0.140766
## hour19:dow7 1.899e-03 1.355e-03 1.401 0.161385
## hour20:dow7 2.126e-03 1.355e-03 1.569 0.116994
## hour21:dow7 2.574e-03 1.355e-03 1.900 0.057686 .
## hour22:dow7 3.271e-03 1.355e-03 2.414 0.015933 *
## hour23:dow7 2.520e-03 1.355e-03 1.859 0.063218 .
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for gaussian family taken to be 3.672121e-06)
##
## Null deviance: 0.013966 on 1333 degrees of freedom
## Residual deviance: 0.004278 on 1165 degrees of freedom
## AIC: -12741
##
## Number of Fisher Scoring iterations: 2
##
##
## z test of coefficients:
##
## Estimate Std. Error z value Pr(>|z|)
## hour0 5.7648e-03 2.6082e-04 22.1022 < 2.2e-16 ***
## hour1 5.4597e-03 2.2163e-04 24.6337 < 2.2e-16 ***
## hour2 4.4191e-03 1.2413e-04 35.6006 < 2.2e-16 ***
## hour3 4.3430e-03 2.0148e-04 21.5559 < 2.2e-16 ***
## hour4 3.6488e-03 2.0921e-04 17.4405 < 2.2e-16 ***
## hour5 3.2836e-03 2.5903e-04 12.6763 < 2.2e-16 ***
## hour6 2.6698e-03 1.3109e-04 20.3658 < 2.2e-16 ***
## hour7 1.7131e-03 8.4438e-05 20.2878 < 2.2e-16 ***
## hour8 1.4836e-03 7.6009e-05 19.5184 < 2.2e-16 ***
## hour9 1.0900e-03 8.4652e-05 12.8758 < 2.2e-16 ***
## hour10 1.1480e-03 1.0396e-04 11.0418 < 2.2e-16 ***
## hour11 9.8116e-04 7.4591e-05 13.1538 < 2.2e-16 ***
## hour12 1.5918e-03 1.6419e-04 9.6945 < 2.2e-16 ***
## hour13 1.8491e-03 1.8873e-04 9.7976 < 2.2e-16 ***
## hour14 2.5430e-03 2.9649e-04 8.5769 < 2.2e-16 ***
## hour15 2.8501e-03 3.2037e-04 8.8963 < 2.2e-16 ***
## hour16 2.9786e-03 2.4918e-04 11.9535 < 2.2e-16 ***
## hour17 3.1844e-03 2.2017e-04 14.4630 < 2.2e-16 ***
## hour18 3.6128e-03 2.2319e-04 16.1868 < 2.2e-16 ***
## hour19 3.8893e-03 2.5042e-04 15.5309 < 2.2e-16 ***
## hour20 3.9236e-03 2.8899e-04 13.5770 < 2.2e-16 ***
## hour21 4.2937e-03 3.2299e-04 13.2933 < 2.2e-16 ***
## hour22 4.3709e-03 3.6965e-04 11.8244 < 2.2e-16 ***
## hour23 4.1937e-03 2.3867e-04 17.5711 < 2.2e-16 ***
## dow2 -1.7276e-03 3.5498e-04 -4.8669 1.134e-06 ***
## dow3 -2.2538e-03 3.3040e-04 -6.8215 9.011e-12 ***
## dow4 -1.8660e-03 3.3105e-04 -5.6368 1.733e-08 ***
## dow5 -1.9852e-03 3.6783e-04 -5.3970 6.778e-08 ***
## dow6 -2.2312e-03 3.3529e-04 -6.6546 2.840e-11 ***
## dow7 -1.6981e-03 4.0416e-04 -4.2014 2.652e-05 ***
## hour1:dow2 1.3153e-04 4.6923e-04 0.2803 0.7792340
## hour2:dow2 6.5032e-04 4.0806e-04 1.5937 0.1110037
## hour3:dow2 4.6638e-04 4.6746e-04 0.9977 0.3184274
## hour4:dow2 5.5514e-04 4.3545e-04 1.2749 0.2023523
## hour5:dow2 2.2432e-04 4.5417e-04 0.4939 0.6213611
## hour6:dow2 1.8847e-04 3.8424e-04 0.4905 0.6237877
## hour7:dow2 6.6342e-04 3.7551e-04 1.7667 0.0772771 .
## hour8:dow2 8.1897e-04 3.6746e-04 2.2287 0.0258329 *
## hour9:dow2 1.2318e-03 3.6981e-04 3.3308 0.0008658 ***
## hour10:dow2 1.0778e-03 3.7090e-04 2.9058 0.0036633 **
## hour11:dow2 1.1294e-03 3.6411e-04 3.1017 0.0019241 **
## hour12:dow2 5.5537e-04 3.9243e-04 1.4152 0.1570070
## hour13:dow2 3.3467e-04 4.0316e-04 0.8301 0.4064783
## hour14:dow2 -2.0851e-04 4.6493e-04 -0.4485 0.6537997
## hour15:dow2 -3.1385e-04 4.8314e-04 -0.6496 0.5159425
## hour16:dow2 -2.3422e-04 4.4619e-04 -0.5249 0.5996220
## hour17:dow2 -2.9933e-04 4.2668e-04 -0.7015 0.4829773
## hour18:dow2 -5.5100e-04 4.3331e-04 -1.2716 0.2035159
## hour19:dow2 -7.0067e-04 4.4691e-04 -1.5678 0.1169227
## hour20:dow2 -3.8349e-04 4.7580e-04 -0.8060 0.4202476
## hour21:dow2 -2.5985e-04 4.9025e-04 -0.5300 0.5960919
## hour22:dow2 2.5679e-04 5.2602e-04 0.4882 0.6254211
## hour23:dow2 5.8569e-04 4.4843e-04 1.3061 0.1915173
## hour1:dow3 8.0724e-04 4.9316e-04 1.6369 0.1016574
## hour2:dow3 1.0936e-03 4.1601e-04 2.6288 0.0085699 **
## hour3:dow3 9.1005e-04 4.7104e-04 1.9320 0.0533589 .
## hour4:dow3 1.2753e-03 4.3491e-04 2.9323 0.0033643 **
## hour5:dow3 1.4098e-03 4.5214e-04 3.1181 0.0018202 **
## hour6:dow3 1.2492e-03 3.9515e-04 3.1615 0.0015697 **
## hour7:dow3 1.5890e-03 3.7423e-04 4.2460 2.176e-05 ***
## hour8:dow3 1.4027e-03 3.4259e-04 4.0945 4.231e-05 ***
## hour9:dow3 1.9722e-03 3.4894e-04 5.6521 1.585e-08 ***
## hour10:dow3 1.8529e-03 3.5226e-04 5.2600 1.440e-07 ***
## hour11:dow3 1.8938e-03 3.4368e-04 5.5104 3.581e-08 ***
## hour12:dow3 1.3133e-03 3.7086e-04 3.5412 0.0003983 ***
## hour13:dow3 1.0636e-03 3.8784e-04 2.7424 0.0060991 **
## hour14:dow3 4.8731e-04 4.4912e-04 1.0850 0.2779106
## hour15:dow3 4.2912e-04 4.7516e-04 0.9031 0.3664766
## hour16:dow3 5.0679e-04 4.3408e-04 1.1675 0.2430096
## hour17:dow3 3.8870e-04 4.0818e-04 0.9523 0.3409592
## hour18:dow3 1.3264e-04 4.2324e-04 0.3134 0.7539770
## hour19:dow3 5.3784e-06 4.4331e-04 0.0121 0.9903201
## hour20:dow3 2.4089e-04 4.7928e-04 0.5026 0.6152370
## hour21:dow3 5.7054e-04 5.0579e-04 1.1280 0.2593197
## hour22:dow3 1.2396e-03 5.4272e-04 2.2841 0.0223636 *
## hour23:dow3 1.6650e-03 4.8126e-04 3.4596 0.0005409 ***
## hour1:dow4 3.9498e-04 4.8828e-04 0.8089 0.4185587
## hour2:dow4 9.7742e-04 5.1942e-04 1.8817 0.0598709 .
## hour3:dow4 5.0553e-04 5.0150e-04 1.0080 0.3134404
## hour4:dow4 9.1313e-04 4.3233e-04 2.1121 0.0346778 *
## hour5:dow4 6.8237e-04 4.6373e-04 1.4715 0.1411638
## hour6:dow4 4.7683e-04 3.6361e-04 1.3114 0.1897320
## hour7:dow4 9.6707e-04 3.4350e-04 2.8153 0.0048728 **
## hour8:dow4 1.0131e-03 3.4545e-04 2.9326 0.0033612 **
## hour9:dow4 1.5129e-03 3.4712e-04 4.3586 1.309e-05 ***
## hour10:dow4 1.3896e-03 3.5169e-04 3.9511 7.779e-05 ***
## hour11:dow4 1.5217e-03 3.4466e-04 4.4151 1.010e-05 ***
## hour12:dow4 9.8609e-04 3.7805e-04 2.6084 0.0090970 **
## hour13:dow4 7.2598e-04 3.8474e-04 1.8870 0.0591661 .
## hour14:dow4 1.9075e-04 4.4973e-04 0.4242 0.6714557
## hour15:dow4 1.9039e-05 4.7576e-04 0.0400 0.9680793
## hour16:dow4 5.3213e-05 4.2223e-04 0.1260 0.8997099
## hour17:dow4 -6.6311e-05 4.0959e-04 -0.1619 0.8713883
## hour18:dow4 -2.7719e-04 4.1680e-04 -0.6650 0.5060223
## hour19:dow4 -4.0189e-04 4.2416e-04 -0.9475 0.3433896
## hour20:dow4 -1.5876e-04 4.6284e-04 -0.3430 0.7315856
## hour21:dow4 -7.0886e-05 4.7705e-04 -0.1486 0.8818739
## hour22:dow4 4.1928e-04 6.5963e-04 0.6356 0.5250171
## hour23:dow4 1.1197e-03 4.7962e-04 2.3345 0.0195707 *
## hour1:dow5 -4.6087e-05 4.6695e-04 -0.0987 0.9213783
## hour2:dow5 7.2682e-04 4.4291e-04 1.6410 0.1007915
## hour3:dow5 5.4541e-04 5.0997e-04 1.0695 0.2848516
## hour4:dow5 8.7893e-04 4.7742e-04 1.8410 0.0656221 .
## hour5:dow5 7.6366e-04 4.5862e-04 1.6651 0.0958885 .
## hour6:dow5 6.2508e-04 3.9803e-04 1.5704 0.1163122
## hour7:dow5 1.1020e-03 3.8047e-04 2.8965 0.0037733 **
## hour8:dow5 1.0215e-03 3.7642e-04 2.7136 0.0066559 **
## hour9:dow5 1.5714e-03 3.8140e-04 4.1200 3.789e-05 ***
## hour10:dow5 1.4455e-03 3.8333e-04 3.7708 0.0001627 ***
## hour11:dow5 1.4382e-03 3.7634e-04 3.8215 0.0001326 ***
## hour12:dow5 8.2821e-04 4.0423e-04 2.0489 0.0404760 *
## hour13:dow5 7.0678e-04 4.1669e-04 1.6962 0.0898534 .
## hour14:dow5 4.4453e-05 4.7340e-04 0.0939 0.9251872
## hour15:dow5 -1.4551e-04 4.9040e-04 -0.2967 0.7666794
## hour16:dow5 -5.5701e-05 4.4894e-04 -0.1241 0.9012594
## hour17:dow5 -2.2369e-04 4.3378e-04 -0.5157 0.6060904
## hour18:dow5 -5.2073e-04 4.3531e-04 -1.1962 0.2316061
## hour19:dow5 -5.7512e-04 4.4786e-04 -1.2842 0.1990879
## hour20:dow5 -3.2075e-04 4.7980e-04 -0.6685 0.5038025
## hour21:dow5 -8.0145e-05 4.9606e-04 -0.1616 0.8716502
## hour22:dow5 3.8121e-04 5.4730e-04 0.6965 0.4860963
## hour23:dow5 8.5931e-04 5.0788e-04 1.6920 0.0906511 .
## hour1:dow6 3.7697e-04 4.7979e-04 0.7857 0.4320467
## hour2:dow6 1.1834e-03 3.9997e-04 2.9588 0.0030880 **
## hour3:dow6 8.2740e-04 4.6381e-04 1.7839 0.0744386 .
## hour4:dow6 1.7204e-03 4.8821e-04 3.5240 0.0004251 ***
## hour5:dow6 1.5653e-03 4.9544e-04 3.1594 0.0015809 **
## hour6:dow6 1.1527e-03 4.0636e-04 2.8366 0.0045594 **
## hour7:dow6 1.6086e-03 3.5723e-04 4.5029 6.703e-06 ***
## hour8:dow6 1.5309e-03 3.5400e-04 4.3245 1.529e-05 ***
## hour9:dow6 2.0138e-03 3.5496e-04 5.6735 1.399e-08 ***
## hour10:dow6 1.8093e-03 3.5697e-04 5.0685 4.011e-07 ***
## hour11:dow6 1.7253e-03 3.4924e-04 4.9402 7.803e-07 ***
## hour12:dow6 1.0799e-03 3.7491e-04 2.8804 0.0039717 **
## hour13:dow6 1.0773e-03 3.8613e-04 2.7899 0.0052728 **
## hour14:dow6 4.2597e-04 4.5105e-04 0.9444 0.3449679
## hour15:dow6 2.4189e-04 4.6580e-04 0.5193 0.6035567
## hour16:dow6 4.1839e-04 4.2479e-04 0.9849 0.3246574
## hour17:dow6 1.9640e-04 4.0403e-04 0.4861 0.6268910
## hour18:dow6 7.8091e-04 8.9884e-04 0.8688 0.3849613
## hour19:dow6 5.3822e-03 5.4567e-03 0.9863 0.3239664
## hour20:dow6 7.7148e-03 7.2238e-03 1.0680 0.2855371
## hour21:dow6 3.1481e-04 4.8695e-04 0.6465 0.5179496
## hour22:dow6 1.1402e-03 6.2787e-04 1.8160 0.0693716 .
## hour23:dow6 2.6022e-03 1.1251e-03 2.3129 0.0207277 *
## hour1:dow7 7.0846e-04 6.2459e-04 1.1343 0.2566775
## hour2:dow7 1.3058e-03 4.5657e-04 2.8600 0.0042368 **
## hour3:dow7 1.1498e-03 5.1169e-04 2.2471 0.0246357 *
## hour4:dow7 1.8280e-03 5.0989e-04 3.5851 0.0003370 ***
## hour5:dow7 1.6769e-03 5.1344e-04 3.2660 0.0010908 **
## hour6:dow7 1.3482e-03 4.4875e-04 3.0043 0.0026616 **
## hour7:dow7 1.4445e-03 4.3510e-04 3.3198 0.0009007 ***
## hour8:dow7 1.3874e-03 4.2386e-04 3.2732 0.0010634 **
## hour9:dow7 1.8788e-03 4.1831e-04 4.4915 7.074e-06 ***
## hour10:dow7 1.7202e-03 4.2697e-04 4.0289 5.604e-05 ***
## hour11:dow7 1.8041e-03 4.1778e-04 4.3183 1.572e-05 ***
## hour12:dow7 1.6596e-03 4.4509e-04 3.7288 0.0001924 ***
## hour13:dow7 1.9589e-03 4.7188e-04 4.1512 3.307e-05 ***
## hour14:dow7 1.6125e-03 5.7540e-04 2.8024 0.0050723 **
## hour15:dow7 1.9801e-03 5.8049e-04 3.4111 0.0006470 ***
## hour16:dow7 1.7990e-03 5.4579e-04 3.2962 0.0009800 ***
## hour17:dow7 1.8660e-03 5.3396e-04 3.4947 0.0004746 ***
## hour18:dow7 1.9972e-03 5.9009e-04 3.3846 0.0007128 ***
## hour19:dow7 1.8988e-03 5.6469e-04 3.3625 0.0007723 ***
## hour20:dow7 2.1256e-03 5.8701e-04 3.6210 0.0002934 ***
## hour21:dow7 2.5745e-03 6.1551e-04 4.1827 2.881e-05 ***
## hour22:dow7 3.2710e-03 6.0917e-04 5.3695 7.894e-08 ***
## hour23:dow7 2.5196e-03 5.1427e-04 4.8993 9.617e-07 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Call:
## glm(formula = form, data = df)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -0.0071687 -0.0001098 0.0001009 0.0002364 0.0015304
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -1.323e-04 1.066e-04 -1.241 0.2155
## lin1 -1.162e-06 1.163e-06 -0.999 0.3184
## lin2 8.146e-07 1.052e-06 0.775 0.4391
## postchange -2.608e-04 1.476e-04 -1.766 0.0783 .
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for gaussian family taken to be 4.447115e-07)
##
## Null deviance: 0.00015098 on 326 degrees of freedom
## Residual deviance: 0.00014364 on 323 degrees of freedom
## AIC: -3848.7
##
## Number of Fisher Scoring iterations: 2
##
##
## z test of coefficients:
##
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) -1.3231e-04 6.7115e-05 -1.9715 0.048671 *
## lin1 -1.1623e-06 5.7639e-07 -2.0166 0.043740 *
## lin2 8.1460e-07 5.1382e-07 1.5854 0.112882
## postchange -2.6081e-04 9.3005e-05 -2.8043 0.005043 **
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [1] "19 Regression for rate_xbxchib model2 on 2016-10-18/purple/10-30%"
##
## Call:
## glm(formula = form, data = df)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -0.007698 -0.000225 -0.000047 0.000166 0.043730
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## hour0 5.596e-03 7.283e-04 7.684 3.30e-14 ***
## hour1 5.319e-03 7.283e-04 7.304 5.24e-13 ***
## hour2 4.430e-03 7.283e-04 6.083 1.61e-09 ***
## hour3 4.253e-03 7.283e-04 5.839 6.82e-09 ***
## hour4 3.543e-03 7.283e-04 4.865 1.31e-06 ***
## hour5 3.208e-03 7.283e-04 4.405 1.16e-05 ***
## hour6 2.609e-03 7.283e-04 3.582 0.000355 ***
## hour7 1.662e-03 7.283e-04 2.281 0.022705 *
## hour8 1.470e-03 7.283e-04 2.019 0.043725 *
## hour9 1.055e-03 7.283e-04 1.449 0.147678
## hour10 1.127e-03 7.283e-04 1.547 0.122090
## hour11 9.587e-04 7.283e-04 1.316 0.188297
## hour12 1.493e-03 7.283e-04 2.050 0.040637 *
## hour13 1.734e-03 7.283e-04 2.381 0.017441 *
## hour14 2.362e-03 7.866e-04 3.003 0.002734 **
## hour15 2.590e-03 7.866e-04 3.292 0.001025 **
## hour16 2.901e-03 6.812e-04 4.259 2.22e-05 ***
## hour17 3.138e-03 6.812e-04 4.607 4.54e-06 ***
## hour18 3.500e-03 6.812e-04 5.138 3.27e-07 ***
## hour19 3.810e-03 6.812e-04 5.593 2.80e-08 ***
## hour20 3.872e-03 6.812e-04 5.684 1.67e-08 ***
## hour21 4.216e-03 6.812e-04 6.189 8.42e-10 ***
## hour22 4.244e-03 6.812e-04 6.229 6.57e-10 ***
## hour23 4.090e-03 6.812e-04 6.004 2.58e-09 ***
## dow2 -1.651e-03 9.972e-04 -1.655 0.098143 .
## dow3 -2.138e-03 9.710e-04 -2.202 0.027863 *
## dow4 -1.801e-03 9.972e-04 -1.806 0.071185 .
## dow5 -2.018e-03 9.972e-04 -2.023 0.043265 *
## dow6 -2.258e-03 9.972e-04 -2.265 0.023724 *
## dow7 -1.671e-03 9.972e-04 -1.676 0.094025 .
## hour1:dow2 2.157e-04 1.410e-03 0.153 0.878458
## hour2:dow2 6.233e-04 1.410e-03 0.442 0.658579
## hour3:dow2 5.457e-04 1.410e-03 0.387 0.698873
## hour4:dow2 5.329e-04 1.410e-03 0.378 0.705577
## hour5:dow2 3.507e-04 1.410e-03 0.249 0.803632
## hour6:dow2 2.953e-04 1.410e-03 0.209 0.834191
## hour7:dow2 6.843e-04 1.410e-03 0.485 0.627627
## hour8:dow2 7.733e-04 1.410e-03 0.548 0.583554
## hour9:dow2 1.195e-03 1.410e-03 0.848 0.396870
## hour10:dow2 1.038e-03 1.410e-03 0.736 0.461921
## hour11:dow2 1.104e-03 1.410e-03 0.782 0.434087
## hour12:dow2 5.802e-04 1.410e-03 0.411 0.680850
## hour13:dow2 3.669e-04 1.410e-03 0.260 0.794785
## hour14:dow2 -1.468e-04 1.441e-03 -0.102 0.918912
## hour15:dow2 -1.860e-04 1.441e-03 -0.129 0.897347
## hour16:dow2 -3.217e-04 1.387e-03 -0.232 0.816552
## hour17:dow2 -3.957e-04 1.387e-03 -0.285 0.775387
## hour18:dow2 -5.983e-04 1.387e-03 -0.432 0.666183
## hour19:dow2 -8.026e-04 1.387e-03 -0.579 0.562838
## hour20:dow2 -5.511e-04 1.387e-03 -0.397 0.691083
## hour21:dow2 -3.665e-04 1.387e-03 -0.264 0.791589
## hour22:dow2 2.301e-04 1.387e-03 0.166 0.868221
## hour23:dow2 7.167e-04 1.387e-03 0.517 0.605316
## hour1:dow3 6.910e-04 1.392e-03 0.496 0.619669
## hour2:dow3 1.074e-03 1.392e-03 0.771 0.440698
## hour3:dow3 9.167e-04 1.392e-03 0.659 0.510295
## hour4:dow3 1.187e-03 1.392e-03 0.853 0.394024
## hour5:dow3 1.349e-03 1.392e-03 0.969 0.332625
## hour6:dow3 1.177e-03 1.392e-03 0.846 0.397758
## hour7:dow3 1.526e-03 1.392e-03 1.097 0.273045
## hour8:dow3 1.330e-03 1.392e-03 0.955 0.339641
## hour9:dow3 1.852e-03 1.392e-03 1.331 0.183609
## hour10:dow3 1.713e-03 1.392e-03 1.230 0.218814
## hour11:dow3 1.790e-03 1.392e-03 1.286 0.198746
## hour12:dow3 1.304e-03 1.392e-03 0.937 0.348997
## hour13:dow3 1.100e-03 1.392e-03 0.791 0.429348
## hour14:dow3 5.550e-04 1.423e-03 0.390 0.696671
## hour15:dow3 5.792e-04 1.423e-03 0.407 0.684130
## hour16:dow3 4.961e-04 1.368e-03 0.363 0.716911
## hour17:dow3 2.976e-04 1.368e-03 0.218 0.827824
## hour18:dow3 1.536e-04 1.368e-03 0.112 0.910636
## hour19:dow3 -6.273e-05 1.368e-03 -0.046 0.963430
## hour20:dow3 1.302e-04 1.368e-03 0.095 0.924213
## hour21:dow3 4.487e-04 1.368e-03 0.328 0.742936
## hour22:dow3 1.109e-03 1.368e-03 0.811 0.417628
## hour23:dow3 1.571e-03 1.368e-03 1.148 0.251081
## hour1:dow4 3.591e-04 1.410e-03 0.255 0.799046
## hour2:dow4 7.693e-04 1.410e-03 0.546 0.585502
## hour3:dow4 4.451e-04 1.410e-03 0.316 0.752345
## hour4:dow4 8.455e-04 1.410e-03 0.600 0.548924
## hour5:dow4 6.440e-04 1.410e-03 0.457 0.648004
## hour6:dow4 4.805e-04 1.410e-03 0.341 0.733370
## hour7:dow4 9.764e-04 1.410e-03 0.692 0.488851
## hour8:dow4 9.602e-04 1.410e-03 0.681 0.496081
## hour9:dow4 1.436e-03 1.410e-03 1.018 0.308781
## hour10:dow4 1.317e-03 1.410e-03 0.934 0.350464
## hour11:dow4 1.492e-03 1.410e-03 1.058 0.290199
## hour12:dow4 9.897e-04 1.410e-03 0.702 0.482959
## hour13:dow4 7.441e-04 1.410e-03 0.528 0.597851
## hour14:dow4 2.700e-04 1.441e-03 0.187 0.851457
## hour15:dow4 1.624e-04 1.441e-03 0.113 0.910331
## hour16:dow4 -6.460e-07 1.387e-03 0.000 0.999628
## hour17:dow4 -1.202e-04 1.387e-03 -0.087 0.930951
## hour18:dow4 -3.003e-04 1.387e-03 -0.217 0.828578
## hour19:dow4 -4.860e-04 1.387e-03 -0.351 0.726013
## hour20:dow4 -3.003e-04 1.387e-03 -0.217 0.828569
## hour21:dow4 -1.855e-04 1.387e-03 -0.134 0.893609
## hour22:dow4 2.875e-04 1.387e-03 0.207 0.835770
## hour23:dow4 1.044e-03 1.387e-03 0.753 0.451604
## hour1:dow5 3.311e-05 1.410e-03 0.023 0.981274
## hour2:dow5 6.777e-04 1.410e-03 0.481 0.630952
## hour3:dow5 6.652e-04 1.410e-03 0.472 0.637237
## hour4:dow5 9.806e-04 1.410e-03 0.695 0.486991
## hour5:dow5 8.653e-04 1.410e-03 0.614 0.539606
## hour6:dow5 7.343e-04 1.410e-03 0.521 0.602689
## hour7:dow5 1.192e-03 1.410e-03 0.845 0.398203
## hour8:dow5 1.098e-03 1.410e-03 0.779 0.436270
## hour9:dow5 1.627e-03 1.410e-03 1.153 0.248957
## hour10:dow5 1.483e-03 1.410e-03 1.052 0.293221
## hour11:dow5 1.514e-03 1.410e-03 1.074 0.283211
## hour12:dow5 9.613e-04 1.410e-03 0.682 0.495625
## hour13:dow5 8.317e-04 1.410e-03 0.590 0.555481
## hour14:dow5 2.488e-04 1.441e-03 0.173 0.862959
## hour15:dow5 1.038e-04 1.441e-03 0.072 0.942583
## hour16:dow5 -1.112e-05 1.387e-03 -0.008 0.993604
## hour17:dow5 -1.765e-04 1.387e-03 -0.127 0.898730
## hour18:dow5 -4.336e-04 1.387e-03 -0.313 0.754565
## hour19:dow5 -5.011e-04 1.387e-03 -0.361 0.717859
## hour20:dow5 -3.079e-04 1.387e-03 -0.222 0.824293
## hour21:dow5 -8.961e-05 1.387e-03 -0.065 0.948484
## hour22:dow5 3.741e-04 1.387e-03 0.270 0.787356
## hour23:dow5 8.829e-04 1.387e-03 0.637 0.524395
## hour1:dow6 3.211e-04 1.410e-03 0.228 0.819920
## hour2:dow6 1.099e-03 1.410e-03 0.779 0.435944
## hour3:dow6 8.293e-04 1.410e-03 0.588 0.556638
## hour4:dow6 1.659e-03 1.410e-03 1.177 0.239623
## hour5:dow6 1.566e-03 1.410e-03 1.110 0.267100
## hour6:dow6 1.251e-03 1.410e-03 0.887 0.375271
## hour7:dow6 1.719e-03 1.410e-03 1.219 0.223181
## hour8:dow6 1.585e-03 1.434e-03 1.106 0.269020
## hour9:dow6 2.027e-03 1.434e-03 1.414 0.157558
## hour10:dow6 1.821e-03 1.434e-03 1.270 0.204377
## hour11:dow6 1.780e-03 1.434e-03 1.242 0.214516
## hour12:dow6 1.235e-03 1.410e-03 0.876 0.381301
## hour13:dow6 1.220e-03 1.410e-03 0.865 0.387262
## hour14:dow6 6.417e-04 1.441e-03 0.445 0.656226
## hour15:dow6 5.530e-04 1.441e-03 0.384 0.701262
## hour16:dow6 5.402e-04 1.387e-03 0.390 0.696931
## hour17:dow6 3.653e-04 1.387e-03 0.263 0.792255
## hour18:dow6 8.618e-04 1.387e-03 0.622 0.534362
## hour19:dow6 5.455e-03 1.387e-03 3.934 8.86e-05 ***
## hour20:dow6 7.735e-03 1.410e-03 5.485 5.10e-08 ***
## hour21:dow6 4.864e-04 1.441e-03 0.338 0.735800
## hour22:dow6 1.050e-03 1.410e-03 0.744 0.456797
## hour23:dow6 2.553e-03 1.387e-03 1.841 0.065856 .
## hour1:dow7 5.557e-04 1.410e-03 0.394 0.693655
## hour2:dow7 1.175e-03 1.410e-03 0.833 0.405007
## hour3:dow7 9.994e-04 1.410e-03 0.709 0.478703
## hour4:dow7 1.475e-03 1.410e-03 1.046 0.295958
## hour5:dow7 1.264e-03 1.410e-03 0.896 0.370411
## hour6:dow7 1.157e-03 1.410e-03 0.820 0.412323
## hour7:dow7 1.396e-03 1.410e-03 0.990 0.322600
## hour8:dow7 1.411e-03 1.410e-03 1.000 0.317418
## hour9:dow7 1.950e-03 1.410e-03 1.382 0.167096
## hour10:dow7 1.675e-03 1.410e-03 1.187 0.235291
## hour11:dow7 1.868e-03 1.410e-03 1.325 0.185520
## hour12:dow7 1.644e-03 1.410e-03 1.166 0.243995
## hour13:dow7 1.857e-03 1.410e-03 1.317 0.188197
## hour14:dow7 1.536e-03 1.464e-03 1.049 0.294466
## hour15:dow7 2.032e-03 1.464e-03 1.388 0.165522
## hour16:dow7 1.695e-03 1.387e-03 1.223 0.221716
## hour17:dow7 1.673e-03 1.410e-03 1.186 0.235835
## hour18:dow7 1.813e-03 1.410e-03 1.286 0.198837
## hour19:dow7 1.741e-03 1.410e-03 1.235 0.217159
## hour20:dow7 1.928e-03 1.410e-03 1.367 0.171867
## hour21:dow7 2.391e-03 1.410e-03 1.696 0.090214 .
## hour22:dow7 3.250e-03 1.410e-03 2.305 0.021361 *
## hour23:dow7 2.511e-03 1.410e-03 1.781 0.075253 .
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for gaussian family taken to be 3.712598e-06)
##
## Null deviance: 0.0130808 on 1310 degrees of freedom
## Residual deviance: 0.0042398 on 1142 degrees of freedom
## AIC: -12504
##
## Number of Fisher Scoring iterations: 2
##
##
## z test of coefficients:
##
## Estimate Std. Error z value Pr(>|z|)
## hour0 5.5963e-03 2.2772e-04 24.5749 < 2.2e-16 ***
## hour1 5.3190e-03 1.9594e-04 27.1457 < 2.2e-16 ***
## hour2 4.4297e-03 1.4153e-04 31.2989 < 2.2e-16 ***
## hour3 4.2527e-03 2.0607e-04 20.6367 < 2.2e-16 ***
## hour4 3.5428e-03 2.0640e-04 17.1651 < 2.2e-16 ***
## hour5 3.2083e-03 2.8361e-04 11.3126 < 2.2e-16 ***
## hour6 2.6087e-03 1.3269e-04 19.6607 < 2.2e-16 ***
## hour7 1.6615e-03 7.6498e-05 21.7194 < 2.2e-16 ***
## hour8 1.4703e-03 8.5648e-05 17.1672 < 2.2e-16 ***
## hour9 1.0551e-03 8.8252e-05 11.9554 < 2.2e-16 ***
## hour10 1.1268e-03 1.1647e-04 9.6744 < 2.2e-16 ***
## hour11 9.5870e-04 8.1392e-05 11.7789 < 2.2e-16 ***
## hour12 1.4926e-03 1.4971e-04 9.9700 < 2.2e-16 ***
## hour13 1.7338e-03 1.7096e-04 10.1417 < 2.2e-16 ***
## hour14 2.3620e-03 2.7587e-04 8.5619 < 2.2e-16 ***
## hour15 2.5896e-03 2.2187e-04 11.6719 < 2.2e-16 ***
## hour16 2.9013e-03 1.9735e-04 14.7010 < 2.2e-16 ***
## hour17 3.1385e-03 1.8136e-04 17.3055 < 2.2e-16 ***
## hour18 3.4999e-03 1.5118e-04 23.1504 < 2.2e-16 ***
## hour19 3.8098e-03 1.9908e-04 19.1366 < 2.2e-16 ***
## hour20 3.8724e-03 2.5032e-04 15.4696 < 2.2e-16 ***
## hour21 4.2162e-03 2.8343e-04 14.8759 < 2.2e-16 ***
## hour22 4.2437e-03 3.2662e-04 12.9928 < 2.2e-16 ***
## hour23 4.0903e-03 2.0092e-04 20.3575 < 2.2e-16 ***
## dow2 -1.6507e-03 3.0633e-04 -5.3885 7.106e-08 ***
## dow3 -2.1382e-03 2.9814e-04 -7.1717 7.405e-13 ***
## dow4 -1.8010e-03 3.0124e-04 -5.9785 2.251e-09 ***
## dow5 -2.0178e-03 3.4598e-04 -5.8321 5.474e-09 ***
## dow6 -2.2583e-03 2.6477e-04 -8.5293 < 2.2e-16 ***
## dow7 -1.6713e-03 3.6069e-04 -4.6335 3.595e-06 ***
## hour1:dow2 2.1571e-04 4.2504e-04 0.5075 0.6117946
## hour2:dow2 6.2333e-04 3.8997e-04 1.5984 0.1099500
## hour3:dow2 5.4569e-04 4.4746e-04 1.2195 0.2226402
## hour4:dow2 5.3294e-04 3.8507e-04 1.3840 0.1663506
## hour5:dow2 3.5075e-04 4.5672e-04 0.7680 0.4425013
## hour6:dow2 2.9528e-04 3.5836e-04 0.8240 0.4099478
## hour7:dow2 6.8427e-04 3.3579e-04 2.0378 0.0415721 *
## hour8:dow2 7.7334e-04 3.2415e-04 2.3858 0.0170441 *
## hour9:dow2 1.1953e-03 3.2450e-04 3.6834 0.0002302 ***
## hour10:dow2 1.0379e-03 3.2966e-04 3.1483 0.0016421 **
## hour11:dow2 1.1035e-03 3.1936e-04 3.4555 0.0005494 ***
## hour12:dow2 5.8020e-04 3.4256e-04 1.6937 0.0903150 .
## hour13:dow2 3.6690e-04 3.5193e-04 1.0425 0.2971611
## hour14:dow2 -1.4676e-04 4.1413e-04 -0.3544 0.7230536
## hour15:dow2 -1.8599e-04 3.8222e-04 -0.4866 0.6265447
## hour16:dow2 -3.2174e-04 3.7025e-04 -0.8690 0.3848637
## hour17:dow2 -3.9573e-04 3.6235e-04 -1.0921 0.2747773
## hour18:dow2 -5.9831e-04 3.5107e-04 -1.7043 0.0883312 .
## hour19:dow2 -8.0255e-04 3.6922e-04 -2.1737 0.0297312 *
## hour20:dow2 -5.5114e-04 4.0875e-04 -1.3484 0.1775424
## hour21:dow2 -3.6649e-04 4.2680e-04 -0.8587 0.3905122
## hour22:dow2 2.3011e-04 4.6455e-04 0.4953 0.6203603
## hour23:dow2 7.1674e-04 3.8453e-04 1.8639 0.0623319 .
## hour1:dow3 6.9101e-04 4.5774e-04 1.5096 0.1311474
## hour2:dow3 1.0735e-03 4.0114e-04 2.6762 0.0074454 **
## hour3:dow3 9.1667e-04 4.5058e-04 2.0344 0.0419067 *
## hour4:dow3 1.1868e-03 4.0513e-04 2.9294 0.0033958 **
## hour5:dow3 1.3491e-03 4.4338e-04 3.0427 0.0023446 **
## hour6:dow3 1.1775e-03 3.6890e-04 3.1918 0.0014137 **
## hour7:dow3 1.5263e-03 3.4435e-04 4.4326 9.311e-06 ***
## hour8:dow3 1.3296e-03 3.1410e-04 4.2331 2.305e-05 ***
## hour9:dow3 1.8519e-03 3.2042e-04 5.7798 7.480e-09 ***
## hour10:dow3 1.7125e-03 3.2697e-04 5.2376 1.627e-07 ***
## hour11:dow3 1.7898e-03 3.1420e-04 5.6964 1.224e-08 ***
## hour12:dow3 1.3041e-03 3.3597e-04 3.8816 0.0001038 ***
## hour13:dow3 1.1004e-03 3.5340e-04 3.1138 0.0018470 **
## hour14:dow3 5.5496e-04 4.1194e-04 1.3472 0.1779158
## hour15:dow3 5.7919e-04 3.8992e-04 1.4854 0.1374367
## hour16:dow3 4.9609e-04 3.8037e-04 1.3042 0.1921569
## hour17:dow3 2.9757e-04 3.5954e-04 0.8276 0.4078719
## hour18:dow3 1.5356e-04 3.6485e-04 0.4209 0.6738430
## hour19:dow3 -6.2730e-05 3.8967e-04 -0.1610 0.8721079
## hour20:dow3 1.3015e-04 4.2953e-04 0.3030 0.7618829
## hour21:dow3 4.4872e-04 4.6415e-04 0.9667 0.3336698
## hour22:dow3 1.1091e-03 5.0118e-04 2.2130 0.0268965 *
## hour23:dow3 1.5707e-03 4.3544e-04 3.6072 0.0003095 ***
## hour1:dow4 3.5911e-04 4.6441e-04 0.7733 0.4393583
## hour2:dow4 7.6934e-04 5.0158e-04 1.5338 0.1250697
## hour3:dow4 4.4512e-04 4.8719e-04 0.9136 0.3609031
## hour4:dow4 8.4554e-04 4.1608e-04 2.0321 0.0421387 *
## hour5:dow4 6.4402e-04 4.5761e-04 1.4074 0.1593213
## hour6:dow4 4.8052e-04 3.3725e-04 1.4248 0.1542032
## hour7:dow4 9.7642e-04 3.1428e-04 3.1068 0.0018910 **
## hour8:dow4 9.6024e-04 3.1943e-04 3.0061 0.0026465 **
## hour9:dow4 1.4360e-03 3.2024e-04 4.4841 7.322e-06 ***
## hour10:dow4 1.3173e-03 3.2879e-04 4.0065 6.163e-05 ***
## hour11:dow4 1.4923e-03 3.1752e-04 4.6999 2.602e-06 ***
## hour12:dow4 9.8971e-04 3.4535e-04 2.8658 0.0041593 **
## hour13:dow4 7.4412e-04 3.5021e-04 2.1248 0.0336022 *
## hour14:dow4 2.6995e-04 4.1467e-04 0.6510 0.5150407
## hour15:dow4 1.6235e-04 3.9398e-04 0.4121 0.6802767
## hour16:dow4 -6.4598e-07 3.7272e-04 -0.0017 0.9986172
## hour17:dow4 -1.2017e-04 3.6399e-04 -0.3302 0.7412856
## hour18:dow4 -3.0030e-04 3.5958e-04 -0.8351 0.4036448
## hour19:dow4 -4.8602e-04 3.7363e-04 -1.3008 0.1933186
## hour20:dow4 -3.0031e-04 4.1367e-04 -0.7260 0.4678494
## hour21:dow4 -1.8548e-04 4.2421e-04 -0.4372 0.6619391
## hour22:dow4 2.8751e-04 6.1431e-04 0.4680 0.6397671
## hour23:dow4 1.0441e-03 4.4070e-04 2.3691 0.0178291 *
## hour1:dow5 3.3110e-05 4.3278e-04 0.0765 0.9390180
## hour2:dow5 6.7766e-04 4.3482e-04 1.5585 0.1191197
## hour3:dow5 6.6522e-04 4.9664e-04 1.3394 0.1804253
## hour4:dow5 9.8061e-04 4.6112e-04 2.1266 0.0334564 *
## hour5:dow5 8.6534e-04 4.5645e-04 1.8958 0.0579833 .
## hour6:dow5 7.3431e-04 3.7928e-04 1.9361 0.0528596 .
## hour7:dow5 1.1919e-03 3.5798e-04 3.3295 0.0008699 ***
## hour8:dow5 1.0983e-03 3.5914e-04 3.0582 0.0022269 **
## hour9:dow5 1.6267e-03 3.6190e-04 4.4950 6.958e-06 ***
## hour10:dow5 1.4830e-03 3.6640e-04 4.0475 5.176e-05 ***
## hour11:dow5 1.5141e-03 3.5686e-04 4.2429 2.206e-05 ***
## hour12:dow5 9.6126e-04 3.7854e-04 2.5394 0.0111049 *
## hour13:dow5 8.3170e-04 3.8906e-04 2.1377 0.0325382 *
## hour14:dow5 2.4883e-04 4.4336e-04 0.5613 0.5746264
## hour15:dow5 1.0383e-04 4.1372e-04 0.2510 0.8018418
## hour16:dow5 -1.1118e-05 4.0590e-04 -0.0274 0.9781478
## hour17:dow5 -1.7650e-04 3.9502e-04 -0.4468 0.6550072
## hour18:dow5 -4.3358e-04 3.8288e-04 -1.1324 0.2574604
## hour19:dow5 -5.0113e-04 4.0271e-04 -1.2444 0.2133540
## hour20:dow5 -3.0793e-04 4.3630e-04 -0.7058 0.4803282
## hour21:dow5 -8.9607e-05 4.5836e-04 -0.1955 0.8450043
## hour22:dow5 3.7411e-04 4.9829e-04 0.7508 0.4527794
## hour23:dow5 8.8295e-04 4.6812e-04 1.8861 0.0592769 .
## hour1:dow6 3.2112e-04 3.7330e-04 0.8602 0.3896619
## hour2:dow6 1.0991e-03 3.2753e-04 3.3557 0.0007918 ***
## hour3:dow6 8.2927e-04 3.7185e-04 2.2301 0.0257407 *
## hour4:dow6 1.6593e-03 3.9520e-04 4.1985 2.687e-05 ***
## hour5:dow6 1.5658e-03 4.3609e-04 3.5906 0.0003299 ***
## hour6:dow6 1.2509e-03 3.5375e-04 3.5362 0.0004060 ***
## hour7:dow6 1.7188e-03 2.9715e-04 5.7844 7.276e-09 ***
## hour8:dow6 1.5854e-03 2.9373e-04 5.3972 6.768e-08 ***
## hour9:dow6 2.0275e-03 2.8753e-04 7.0513 1.773e-12 ***
## hour10:dow6 1.8205e-03 2.9379e-04 6.1967 5.766e-10 ***
## hour11:dow6 1.7804e-03 2.8486e-04 6.2502 4.100e-10 ***
## hour12:dow6 1.2352e-03 3.0878e-04 4.0001 6.331e-05 ***
## hour13:dow6 1.2198e-03 3.1687e-04 3.8495 0.0001184 ***
## hour14:dow6 6.4173e-04 3.8730e-04 1.6569 0.0975389 .
## hour15:dow6 5.5304e-04 3.5081e-04 1.5764 0.1149224
## hour16:dow6 5.4016e-04 3.4259e-04 1.5767 0.1148620
## hour17:dow6 3.6529e-04 3.4488e-04 1.0592 0.2895273
## hour18:dow6 8.6183e-04 8.6041e-04 1.0016 0.3165153
## hour19:dow6 5.4547e-03 5.4618e-03 0.9987 0.3179406
## hour20:dow6 7.7350e-03 7.2372e-03 1.0688 0.2851640
## hour21:dow6 4.8644e-04 4.2497e-04 1.1446 0.2523570
## hour22:dow6 1.0498e-03 4.9200e-04 2.1337 0.0328646 *
## hour23:dow6 2.5529e-03 1.1011e-03 2.3186 0.0204173 *
## hour1:dow7 5.5565e-04 5.1728e-04 1.0742 0.2827473
## hour2:dow7 1.1748e-03 4.1014e-04 2.8643 0.0041787 **
## hour3:dow7 9.9936e-04 4.7936e-04 2.0848 0.0370889 *
## hour4:dow7 1.4746e-03 5.5414e-04 2.6611 0.0077885 **
## hour5:dow7 1.2637e-03 6.2160e-04 2.0330 0.0420554 *
## hour6:dow7 1.1566e-03 4.6362e-04 2.4947 0.0126075 *
## hour7:dow7 1.3956e-03 3.8917e-04 3.5860 0.0003358 ***
## hour8:dow7 1.4106e-03 3.9115e-04 3.6062 0.0003107 ***
## hour9:dow7 1.9497e-03 3.8541e-04 5.0587 4.222e-07 ***
## hour10:dow7 1.6747e-03 3.8711e-04 4.3260 1.518e-05 ***
## hour11:dow7 1.8683e-03 3.8712e-04 4.8261 1.393e-06 ***
## hour12:dow7 1.6439e-03 4.0321e-04 4.0770 4.562e-05 ***
## hour13:dow7 1.8569e-03 4.0963e-04 4.5332 5.811e-06 ***
## hour14:dow7 1.5356e-03 4.6694e-04 3.2887 0.0010064 **
## hour15:dow7 2.0316e-03 4.6103e-04 4.4067 1.049e-05 ***
## hour16:dow7 1.6953e-03 4.5842e-04 3.6982 0.0002172 ***
## hour17:dow7 1.6727e-03 4.4700e-04 3.7421 0.0001825 ***
## hour18:dow7 1.8131e-03 4.8378e-04 3.7477 0.0001784 ***
## hour19:dow7 1.7414e-03 4.8311e-04 3.6046 0.0003126 ***
## hour20:dow7 1.9280e-03 5.0605e-04 3.8099 0.0001390 ***
## hour21:dow7 2.3914e-03 5.3330e-04 4.4842 7.319e-06 ***
## hour22:dow7 3.2503e-03 5.5735e-04 5.8317 5.488e-09 ***
## hour23:dow7 2.5111e-03 4.6777e-04 5.3681 7.956e-08 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Call:
## glm(formula = form, data = df)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -0.007176 -0.000571 -0.000266 0.000126 0.043275
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -1.788e-04 5.051e-04 -0.354 0.724
## lin1 9.767e-07 5.184e-06 0.188 0.851
## lin2 1.982e-06 5.231e-06 0.379 0.705
## postchange 4.519e-04 7.122e-04 0.634 0.526
##
## (Dispersion parameter for gaussian family taken to be 1.061876e-05)
##
## Null deviance: 0.0035576 on 334 degrees of freedom
## Residual deviance: 0.0035148 on 331 degrees of freedom
## AIC: -2880.1
##
## Number of Fisher Scoring iterations: 2
##
##
## z test of coefficients:
##
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) -1.7883e-04 7.8929e-05 -2.2658 0.02347 *
## lin1 9.7669e-07 4.8449e-07 2.0159 0.04381 *
## lin2 1.9819e-06 1.6426e-06 1.2066 0.22759
## postchange 4.5186e-04 2.6799e-04 1.6861 0.09178 .
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [1] "20 Regression for rate_xbxchib model2 on 2016-11-01/purple/30-50%"
##
## Call:
## glm(formula = form, data = df)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -0.007790 -0.000243 -0.000044 0.000173 0.043639
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## hour0 5.882e-03 7.280e-04 8.080 1.63e-15 ***
## hour1 5.401e-03 7.280e-04 7.420 2.29e-13 ***
## hour2 4.812e-03 7.280e-04 6.610 5.89e-11 ***
## hour3 4.457e-03 7.280e-04 6.123 1.26e-09 ***
## hour4 3.981e-03 7.280e-04 5.469 5.57e-08 ***
## hour5 3.583e-03 7.280e-04 4.922 9.85e-07 ***
## hour6 2.812e-03 7.280e-04 3.863 0.000118 ***
## hour7 1.953e-03 7.280e-04 2.683 0.007409 **
## hour8 1.665e-03 7.280e-04 2.287 0.022399 *
## hour9 1.132e-03 7.280e-04 1.556 0.120061
## hour10 1.118e-03 7.280e-04 1.536 0.124803
## hour11 1.034e-03 7.280e-04 1.421 0.155622
## hour12 1.339e-03 7.280e-04 1.840 0.066087 .
## hour13 1.619e-03 7.280e-04 2.224 0.026347 *
## hour14 2.234e-03 7.863e-04 2.841 0.004581 **
## hour15 2.419e-03 7.863e-04 3.077 0.002142 **
## hour16 2.781e-03 6.809e-04 4.085 4.72e-05 ***
## hour17 3.215e-03 6.809e-04 4.722 2.62e-06 ***
## hour18 3.496e-03 6.809e-04 5.134 3.33e-07 ***
## hour19 3.696e-03 6.809e-04 5.428 6.96e-08 ***
## hour20 3.845e-03 6.809e-04 5.646 2.07e-08 ***
## hour21 4.065e-03 6.809e-04 5.969 3.18e-09 ***
## hour22 3.972e-03 6.809e-04 5.834 7.06e-09 ***
## hour23 4.079e-03 6.809e-04 5.990 2.80e-09 ***
## dow2 -1.976e-03 9.968e-04 -1.983 0.047661 *
## dow3 -2.256e-03 9.706e-04 -2.325 0.020272 *
## dow4 -2.279e-03 9.968e-04 -2.286 0.022423 *
## dow5 -2.473e-03 9.968e-04 -2.481 0.013242 *
## dow6 -2.653e-03 9.968e-04 -2.661 0.007890 **
## dow7 -1.117e-03 9.968e-04 -1.121 0.262506
## hour1:dow2 5.598e-04 1.410e-03 0.397 0.691333
## hour2:dow2 7.182e-04 1.410e-03 0.510 0.610496
## hour3:dow2 7.763e-04 1.410e-03 0.551 0.581960
## hour4:dow2 6.958e-04 1.410e-03 0.494 0.621676
## hour5:dow2 6.552e-04 1.410e-03 0.465 0.642167
## hour6:dow2 5.712e-04 1.410e-03 0.405 0.685388
## hour7:dow2 8.418e-04 1.410e-03 0.597 0.550515
## hour8:dow2 9.769e-04 1.410e-03 0.693 0.488439
## hour9:dow2 1.414e-03 1.410e-03 1.003 0.316071
## hour10:dow2 1.379e-03 1.410e-03 0.979 0.328017
## hour11:dow2 1.398e-03 1.410e-03 0.992 0.321407
## hour12:dow2 1.042e-03 1.410e-03 0.739 0.459800
## hour13:dow2 7.899e-04 1.410e-03 0.560 0.575371
## hour14:dow2 2.610e-04 1.441e-03 0.181 0.856274
## hour15:dow2 2.665e-04 1.441e-03 0.185 0.853270
## hour16:dow2 5.624e-05 1.386e-03 0.041 0.967640
## hour17:dow2 -1.965e-04 1.386e-03 -0.142 0.887283
## hour18:dow2 -3.034e-04 1.386e-03 -0.219 0.826778
## hour19:dow2 -4.049e-04 1.386e-03 -0.292 0.770230
## hour20:dow2 -3.054e-04 1.386e-03 -0.220 0.825648
## hour21:dow2 -1.534e-05 1.386e-03 -0.011 0.991173
## hour22:dow2 6.504e-04 1.386e-03 0.469 0.638962
## hour23:dow2 9.861e-04 1.386e-03 0.711 0.476934
## hour1:dow3 3.611e-04 1.391e-03 0.260 0.795285
## hour2:dow3 5.899e-04 1.391e-03 0.424 0.671671
## hour3:dow3 5.542e-04 1.391e-03 0.398 0.690437
## hour4:dow3 6.693e-04 1.391e-03 0.481 0.630550
## hour5:dow3 9.977e-04 1.391e-03 0.717 0.473444
## hour6:dow3 1.116e-03 1.391e-03 0.802 0.422757
## hour7:dow3 1.466e-03 1.391e-03 1.053 0.292389
## hour8:dow3 1.381e-03 1.391e-03 0.993 0.321100
## hour9:dow3 1.866e-03 1.391e-03 1.341 0.180124
## hour10:dow3 1.767e-03 1.391e-03 1.270 0.204329
## hour11:dow3 1.803e-03 1.391e-03 1.296 0.195219
## hour12:dow3 1.554e-03 1.391e-03 1.117 0.264237
## hour13:dow3 1.269e-03 1.391e-03 0.912 0.361992
## hour14:dow3 7.070e-04 1.423e-03 0.497 0.619304
## hour15:dow3 7.112e-04 1.423e-03 0.500 0.617243
## hour16:dow3 5.429e-04 1.367e-03 0.397 0.691377
## hour17:dow3 2.689e-04 1.367e-03 0.197 0.844136
## hour18:dow3 1.626e-04 1.367e-03 0.119 0.905335
## hour19:dow3 8.466e-06 1.367e-03 0.006 0.995060
## hour20:dow3 1.289e-04 1.367e-03 0.094 0.924931
## hour21:dow3 4.653e-04 1.367e-03 0.340 0.733696
## hour22:dow3 1.197e-03 1.367e-03 0.876 0.381364
## hour23:dow3 1.462e-03 1.367e-03 1.069 0.285116
## hour1:dow4 5.582e-04 1.410e-03 0.396 0.692218
## hour2:dow4 5.707e-04 1.410e-03 0.405 0.685647
## hour3:dow4 4.715e-04 1.410e-03 0.334 0.738069
## hour4:dow4 7.789e-04 1.410e-03 0.553 0.580699
## hour5:dow4 7.535e-04 1.410e-03 0.535 0.593082
## hour6:dow4 8.473e-04 1.410e-03 0.601 0.547910
## hour7:dow4 1.270e-03 1.410e-03 0.901 0.367802
## hour8:dow4 1.328e-03 1.410e-03 0.942 0.346247
## hour9:dow4 1.770e-03 1.410e-03 1.256 0.209453
## hour10:dow4 1.763e-03 1.410e-03 1.250 0.211417
## hour11:dow4 1.839e-03 1.410e-03 1.305 0.192221
## hour12:dow4 1.535e-03 1.410e-03 1.089 0.276325
## hour13:dow4 1.296e-03 1.410e-03 0.919 0.358120
## hour14:dow4 8.030e-04 1.441e-03 0.557 0.577353
## hour15:dow4 6.860e-04 1.441e-03 0.476 0.634064
## hour16:dow4 5.348e-04 1.386e-03 0.386 0.699691
## hour17:dow4 2.550e-04 1.386e-03 0.184 0.854079
## hour18:dow4 1.424e-04 1.386e-03 0.103 0.918159
## hour19:dow4 9.001e-05 1.386e-03 0.065 0.948230
## hour20:dow4 1.702e-04 1.386e-03 0.123 0.902307
## hour21:dow4 5.525e-04 1.386e-03 0.399 0.690217
## hour22:dow4 1.384e-03 1.386e-03 0.998 0.318260
## hour23:dow4 1.578e-03 1.386e-03 1.139 0.255031
## hour1:dow5 2.512e-04 1.410e-03 0.178 0.858582
## hour2:dow5 6.607e-04 1.410e-03 0.469 0.639372
## hour3:dow5 8.760e-04 1.410e-03 0.621 0.534436
## hour4:dow5 1.110e-03 1.410e-03 0.788 0.431108
## hour5:dow5 1.131e-03 1.410e-03 0.802 0.422524
## hour6:dow5 1.166e-03 1.410e-03 0.827 0.408264
## hour7:dow5 1.501e-03 1.410e-03 1.065 0.287259
## hour8:dow5 1.466e-03 1.410e-03 1.040 0.298634
## hour9:dow5 2.015e-03 1.410e-03 1.429 0.153171
## hour10:dow5 1.968e-03 1.410e-03 1.396 0.162915
## hour11:dow5 1.932e-03 1.410e-03 1.371 0.170769
## hour12:dow5 1.618e-03 1.410e-03 1.148 0.251176
## hour13:dow5 1.416e-03 1.410e-03 1.005 0.315283
## hour14:dow5 8.965e-04 1.441e-03 0.622 0.533865
## hour15:dow5 8.268e-04 1.441e-03 0.574 0.566158
## hour16:dow5 6.728e-04 1.386e-03 0.485 0.627437
## hour17:dow5 4.136e-04 1.386e-03 0.298 0.765452
## hour18:dow5 2.385e-04 1.386e-03 0.172 0.863421
## hour19:dow5 1.925e-04 1.386e-03 0.139 0.889538
## hour20:dow5 2.419e-04 1.386e-03 0.175 0.861490
## hour21:dow5 5.461e-04 1.386e-03 0.394 0.693652
## hour22:dow5 1.091e-03 1.386e-03 0.787 0.431249
## hour23:dow5 1.339e-03 1.386e-03 0.966 0.334372
## hour1:dow6 6.233e-04 1.410e-03 0.442 0.658473
## hour2:dow6 1.205e-03 1.410e-03 0.855 0.392722
## hour3:dow6 1.172e-03 1.410e-03 0.832 0.405749
## hour4:dow6 1.622e-03 1.410e-03 1.151 0.250040
## hour5:dow6 1.808e-03 1.410e-03 1.282 0.199933
## hour6:dow6 1.669e-03 1.410e-03 1.184 0.236800
## hour7:dow6 2.000e-03 1.410e-03 1.419 0.156295
## hour8:dow6 1.990e-03 1.433e-03 1.389 0.165172
## hour9:dow6 2.304e-03 1.433e-03 1.608 0.108076
## hour10:dow6 2.300e-03 1.433e-03 1.605 0.108834
## hour11:dow6 2.235e-03 1.433e-03 1.560 0.119079
## hour12:dow6 1.826e-03 1.410e-03 1.295 0.195557
## hour13:dow6 1.785e-03 1.410e-03 1.266 0.205652
## hour14:dow6 1.233e-03 1.441e-03 0.856 0.392121
## hour15:dow6 1.243e-03 1.441e-03 0.863 0.388368
## hour16:dow6 1.146e-03 1.386e-03 0.827 0.408513
## hour17:dow6 9.431e-04 1.386e-03 0.680 0.496336
## hour18:dow6 1.558e-03 1.386e-03 1.124 0.261290
## hour19:dow6 6.221e-03 1.386e-03 4.488 7.91e-06 ***
## hour20:dow6 8.249e-03 1.410e-03 5.852 6.35e-09 ***
## hour21:dow6 1.218e-03 1.441e-03 0.845 0.398104
## hour22:dow6 2.123e-03 1.410e-03 1.506 0.132400
## hour23:dow6 3.671e-03 1.386e-03 2.649 0.008191 **
## hour1:dow7 2.942e-04 1.410e-03 0.209 0.834710
## hour2:dow7 5.713e-04 1.410e-03 0.405 0.685348
## hour3:dow7 6.889e-04 1.410e-03 0.489 0.625156
## hour4:dow7 6.271e-04 1.410e-03 0.445 0.656499
## hour5:dow7 5.805e-04 1.410e-03 0.412 0.680572
## hour6:dow7 6.667e-04 1.410e-03 0.473 0.636333
## hour7:dow7 9.214e-04 1.410e-03 0.654 0.513471
## hour8:dow7 9.314e-04 1.410e-03 0.661 0.508929
## hour9:dow7 1.346e-03 1.410e-03 0.955 0.339851
## hour10:dow7 1.084e-03 1.410e-03 0.769 0.442108
## hour11:dow7 1.324e-03 1.410e-03 0.939 0.347728
## hour12:dow7 1.134e-03 1.410e-03 0.805 0.421192
## hour13:dow7 1.404e-03 1.410e-03 0.996 0.319591
## hour14:dow7 1.222e-03 1.463e-03 0.835 0.403777
## hour15:dow7 1.534e-03 1.463e-03 1.048 0.294772
## hour16:dow7 1.241e-03 1.386e-03 0.895 0.370925
## hour17:dow7 1.191e-03 1.410e-03 0.845 0.398284
## hour18:dow7 1.203e-03 1.410e-03 0.854 0.393463
## hour19:dow7 1.215e-03 1.410e-03 0.862 0.388882
## hour20:dow7 1.330e-03 1.410e-03 0.944 0.345605
## hour21:dow7 1.995e-03 1.410e-03 1.415 0.157353
## hour22:dow7 2.924e-03 1.410e-03 2.074 0.038292 *
## hour23:dow7 2.392e-03 1.410e-03 1.697 0.089987 .
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for gaussian family taken to be 3.709387e-06)
##
## Null deviance: 0.0134164 on 1310 degrees of freedom
## Residual deviance: 0.0042361 on 1142 degrees of freedom
## AIC: -12505
##
## Number of Fisher Scoring iterations: 2
##
##
## z test of coefficients:
##
## Estimate Std. Error z value Pr(>|z|)
## hour0 5.8821e-03 3.0903e-04 19.0342 < 2.2e-16 ***
## hour1 5.4011e-03 2.1784e-04 24.7936 < 2.2e-16 ***
## hour2 4.8117e-03 2.8872e-04 16.6655 < 2.2e-16 ***
## hour3 4.4571e-03 2.5391e-04 17.5543 < 2.2e-16 ***
## hour4 3.9808e-03 3.0696e-04 12.9685 < 2.2e-16 ***
## hour5 3.5826e-03 4.1967e-04 8.5368 < 2.2e-16 ***
## hour6 2.8118e-03 2.6681e-04 10.5386 < 2.2e-16 ***
## hour7 1.9529e-03 1.9730e-04 9.8981 < 2.2e-16 ***
## hour8 1.6646e-03 1.9526e-04 8.5247 < 2.2e-16 ***
## hour9 1.1325e-03 1.5502e-04 7.3054 2.764e-13 ***
## hour10 1.1182e-03 1.1155e-04 10.0236 < 2.2e-16 ***
## hour11 1.0343e-03 8.5199e-05 12.1403 < 2.2e-16 ***
## hour12 1.3391e-03 1.1249e-04 11.9040 < 2.2e-16 ***
## hour13 1.6189e-03 9.8474e-05 16.4402 < 2.2e-16 ***
## hour14 2.2336e-03 2.2153e-04 10.0825 < 2.2e-16 ***
## hour15 2.4193e-03 1.7267e-04 14.0109 < 2.2e-16 ***
## hour16 2.7815e-03 1.6292e-04 17.0723 < 2.2e-16 ***
## hour17 3.2154e-03 1.9904e-04 16.1546 < 2.2e-16 ***
## hour18 3.4961e-03 1.5880e-04 22.0159 < 2.2e-16 ***
## hour19 3.6961e-03 1.7924e-04 20.6213 < 2.2e-16 ***
## hour20 3.8445e-03 2.5938e-04 14.8219 < 2.2e-16 ***
## hour21 4.0645e-03 2.7033e-04 15.0352 < 2.2e-16 ***
## hour22 3.9723e-03 2.5372e-04 15.6564 < 2.2e-16 ***
## hour23 4.0790e-03 2.3068e-04 17.6827 < 2.2e-16 ***
## dow2 -1.9761e-03 3.7377e-04 -5.2870 1.243e-07 ***
## dow3 -2.2562e-03 3.2209e-04 -7.0049 2.472e-12 ***
## dow4 -2.2789e-03 3.2023e-04 -7.1164 1.108e-12 ***
## dow5 -2.4731e-03 3.5455e-04 -6.9753 3.052e-12 ***
## dow6 -2.6529e-03 3.3457e-04 -7.9293 2.204e-15 ***
## dow7 -1.1174e-03 6.5344e-04 -1.7101 0.0872498 .
## hour1:dow2 5.5985e-04 4.9210e-04 1.1377 0.2552570
## hour2:dow2 7.1824e-04 5.2273e-04 1.3740 0.1694426
## hour3:dow2 7.7628e-04 5.3423e-04 1.4531 0.1462047
## hour4:dow2 6.9583e-04 5.3768e-04 1.2941 0.1956234
## hour5:dow2 6.5521e-04 6.2402e-04 1.0500 0.2937275
## hour6:dow2 5.7123e-04 4.8722e-04 1.1724 0.2410256
## hour7:dow2 8.4181e-04 4.4686e-04 1.8838 0.0595878 .
## hour8:dow2 9.7693e-04 4.2734e-04 2.2861 0.0222510 *
## hour9:dow2 1.4139e-03 4.0713e-04 3.4729 0.0005149 ***
## hour10:dow2 1.3794e-03 3.9205e-04 3.5184 0.0004341 ***
## hour11:dow2 1.3984e-03 3.8632e-04 3.6198 0.0002949 ***
## hour12:dow2 1.0423e-03 3.9175e-04 2.6608 0.0077962 **
## hour13:dow2 7.8987e-04 3.8750e-04 2.0384 0.0415118 *
## hour14:dow2 2.6099e-04 4.3581e-04 0.5989 0.5492621
## hour15:dow2 2.6651e-04 4.1464e-04 0.6427 0.5203883
## hour16:dow2 5.6239e-05 4.0986e-04 0.1372 0.8908620
## hour17:dow2 -1.9650e-04 4.2654e-04 -0.4607 0.6450312
## hour18:dow2 -3.0337e-04 4.1207e-04 -0.7362 0.4616013
## hour19:dow2 -4.0490e-04 4.1616e-04 -0.9730 0.3305717
## hour20:dow2 -3.0538e-04 4.5997e-04 -0.6639 0.5067473
## hour21:dow2 -1.5337e-05 4.6331e-04 -0.0331 0.9735930
## hour22:dow2 6.5041e-04 4.5706e-04 1.4230 0.1547302
## hour23:dow2 9.8609e-04 4.4376e-04 2.2221 0.0262755 *
## hour1:dow3 3.6106e-04 4.1057e-04 0.8794 0.3791825
## hour2:dow3 5.8985e-04 4.5507e-04 1.2962 0.1949082
## hour3:dow3 5.5423e-04 4.2830e-04 1.2940 0.1956578
## hour4:dow3 6.6932e-04 4.5789e-04 1.4617 0.1438127
## hour5:dow3 9.9772e-04 5.4255e-04 1.8390 0.0659225 .
## hour6:dow3 1.1157e-03 4.4883e-04 2.4858 0.0129253 *
## hour7:dow3 1.4655e-03 4.0139e-04 3.6512 0.0002610 ***
## hour8:dow3 1.3810e-03 3.8906e-04 3.5496 0.0003857 ***
## hour9:dow3 1.8660e-03 3.6231e-04 5.1503 2.601e-07 ***
## hour10:dow3 1.7670e-03 3.4229e-04 5.1622 2.441e-07 ***
## hour11:dow3 1.8032e-03 3.3743e-04 5.3438 9.103e-08 ***
## hour12:dow3 1.5540e-03 3.4341e-04 4.5253 6.031e-06 ***
## hour13:dow3 1.2688e-03 3.4204e-04 3.7094 0.0002077 ***
## hour14:dow3 7.0702e-04 3.9270e-04 1.8004 0.0717967 .
## hour15:dow3 7.1119e-04 3.6787e-04 1.9333 0.0532017 .
## hour16:dow3 5.4292e-04 3.6538e-04 1.4859 0.1373031
## hour17:dow3 2.6887e-04 3.8173e-04 0.7043 0.4812158
## hour18:dow3 1.6264e-04 3.6579e-04 0.4446 0.6565906
## hour19:dow3 8.4665e-06 3.7896e-04 0.0223 0.9821759
## hour20:dow3 1.2886e-04 4.2888e-04 0.3005 0.7638303
## hour21:dow3 4.6527e-04 4.2367e-04 1.0982 0.2721169
## hour22:dow3 1.1973e-03 4.1711e-04 2.8706 0.0040968 **
## hour23:dow3 1.4622e-03 4.3445e-04 3.3655 0.0007640 ***
## hour1:dow4 5.5816e-04 4.3702e-04 1.2772 0.2015320
## hour2:dow4 5.7074e-04 4.6109e-04 1.2378 0.2157932
## hour3:dow4 4.7152e-04 4.5049e-04 1.0467 0.2952427
## hour4:dow4 7.7887e-04 4.6885e-04 1.6613 0.0966618 .
## hour5:dow4 7.5350e-04 5.6343e-04 1.3374 0.1811082
## hour6:dow4 8.4732e-04 4.3678e-04 1.9399 0.0523882 .
## hour7:dow4 1.2701e-03 3.8328e-04 3.3136 0.0009210 ***
## hour8:dow4 1.3283e-03 3.8435e-04 3.4560 0.0005482 ***
## hour9:dow4 1.7702e-03 3.5694e-04 4.9595 7.067e-07 ***
## hour10:dow4 1.7626e-03 3.4199e-04 5.1540 2.550e-07 ***
## hour11:dow4 1.8393e-03 3.3421e-04 5.5036 3.721e-08 ***
## hour12:dow4 1.5353e-03 3.4262e-04 4.4812 7.423e-06 ***
## hour13:dow4 1.2959e-03 3.3641e-04 3.8522 0.0001170 ***
## hour14:dow4 8.0304e-04 3.9256e-04 2.0457 0.0407902 *
## hour15:dow4 6.8596e-04 3.7032e-04 1.8523 0.0639769 .
## hour16:dow4 5.3476e-04 3.7111e-04 1.4410 0.1495928
## hour17:dow4 2.5496e-04 3.9507e-04 0.6454 0.5186892
## hour18:dow4 1.4245e-04 3.7661e-04 0.3782 0.7052587
## hour19:dow4 9.0010e-05 3.8548e-04 0.2335 0.8153704
## hour20:dow4 1.7016e-04 4.2702e-04 0.3985 0.6902670
## hour21:dow4 5.5254e-04 4.3786e-04 1.2619 0.2069804
## hour22:dow4 1.3839e-03 4.6266e-04 2.9911 0.0027798 **
## hour23:dow4 1.5783e-03 4.6845e-04 3.3692 0.0007538 ***
## hour1:dow5 2.5123e-04 4.2570e-04 0.5902 0.5550843
## hour2:dow5 6.6071e-04 4.7877e-04 1.3800 0.1675804
## hour3:dow5 8.7602e-04 5.0575e-04 1.7321 0.0832538 .
## hour4:dow5 1.1102e-03 5.3372e-04 2.0802 0.0375101 *
## hour5:dow5 1.1310e-03 5.8089e-04 1.9471 0.0515265 .
## hour6:dow5 1.1662e-03 4.6473e-04 2.5094 0.0120953 *
## hour7:dow5 1.5008e-03 4.1685e-04 3.6003 0.0003178 ***
## hour8:dow5 1.4658e-03 4.1230e-04 3.5553 0.0003776 ***
## hour9:dow5 2.0149e-03 3.9238e-04 5.1352 2.818e-07 ***
## hour10:dow5 1.9682e-03 3.7340e-04 5.2711 1.356e-07 ***
## hour11:dow5 1.9321e-03 3.6817e-04 5.2479 1.539e-07 ***
## hour12:dow5 1.6184e-03 3.7533e-04 4.3120 1.618e-05 ***
## hour13:dow5 1.4162e-03 3.7465e-04 3.7801 0.0001568 ***
## hour14:dow5 8.9653e-04 4.3270e-04 2.0719 0.0382722 *
## hour15:dow5 8.2677e-04 4.1830e-04 1.9765 0.0480977 *
## hour16:dow5 6.7285e-04 4.2205e-04 1.5943 0.1108791
## hour17:dow5 4.1358e-04 4.5772e-04 0.9036 0.3662260
## hour18:dow5 2.3847e-04 4.5833e-04 0.5203 0.6028510
## hour19:dow5 1.9254e-04 4.5241e-04 0.4256 0.6704052
## hour20:dow5 2.4188e-04 4.8563e-04 0.4981 0.6184348
## hour21:dow5 5.4608e-04 4.9864e-04 1.0951 0.2734571
## hour22:dow5 1.0912e-03 4.7943e-04 2.2761 0.0228400 *
## hour23:dow5 1.3385e-03 4.9422e-04 2.7083 0.0067620 **
## hour1:dow6 6.2327e-04 4.2560e-04 1.4644 0.1430715
## hour2:dow6 1.2053e-03 4.6718e-04 2.5799 0.0098815 **
## hour3:dow6 1.1724e-03 4.7532e-04 2.4666 0.0136390 *
## hour4:dow6 1.6223e-03 5.1068e-04 3.1767 0.0014895 **
## hour5:dow6 1.8079e-03 5.9185e-04 3.0546 0.0022533 **
## hour6:dow6 1.6685e-03 4.7227e-04 3.5331 0.0004108 ***
## hour7:dow6 1.9997e-03 4.1175e-04 4.8566 1.194e-06 ***
## hour8:dow6 1.9901e-03 4.0746e-04 4.8840 1.039e-06 ***
## hour9:dow6 2.3045e-03 3.7141e-04 6.2046 5.483e-10 ***
## hour10:dow6 2.2995e-03 3.6224e-04 6.3480 2.181e-10 ***
## hour11:dow6 2.2352e-03 3.5564e-04 6.2850 3.278e-10 ***
## hour12:dow6 1.8256e-03 3.5773e-04 5.1034 3.336e-07 ***
## hour13:dow6 1.7851e-03 3.5360e-04 5.0484 4.456e-07 ***
## hour14:dow6 1.2333e-03 4.1077e-04 3.0026 0.0026773 **
## hour15:dow6 1.2432e-03 3.9576e-04 3.1412 0.0016825 **
## hour16:dow6 1.1460e-03 3.9726e-04 2.8847 0.0039182 **
## hour17:dow6 9.4314e-04 4.6483e-04 2.0290 0.0424572 *
## hour18:dow6 1.5577e-03 8.9394e-04 1.7425 0.0814193 .
## hour19:dow6 6.2206e-03 5.4341e-03 1.1447 0.2523197
## hour20:dow6 8.2491e-03 7.2275e-03 1.1414 0.2537210
## hour21:dow6 1.2178e-03 5.4621e-04 2.2296 0.0257728 *
## hour22:dow6 2.1227e-03 5.6213e-04 3.7761 0.0001593 ***
## hour23:dow6 3.6711e-03 1.0616e-03 3.4581 0.0005439 ***
## hour1:dow7 2.9422e-04 7.9755e-04 0.3689 0.7122047
## hour2:dow7 5.7131e-04 7.5565e-04 0.7561 0.4496188
## hour3:dow7 6.8889e-04 7.7972e-04 0.8835 0.3769587
## hour4:dow7 6.2712e-04 8.2376e-04 0.7613 0.4464827
## hour5:dow7 5.8048e-04 9.0259e-04 0.6431 0.5201366
## hour6:dow7 6.6672e-04 7.7242e-04 0.8632 0.3880511
## hour7:dow7 9.2143e-04 7.0854e-04 1.3005 0.1934406
## hour8:dow7 9.3139e-04 7.0131e-04 1.3281 0.1841536
## hour9:dow7 1.3460e-03 6.7735e-04 1.9872 0.0468982 *
## hour10:dow7 1.0839e-03 6.6628e-04 1.6268 0.1037817
## hour11:dow7 1.3242e-03 6.6725e-04 1.9846 0.0471859 *
## hour12:dow7 1.1343e-03 6.7299e-04 1.6854 0.0919020 .
## hour13:dow7 1.4037e-03 6.6658e-04 2.1058 0.0352255 *
## hour14:dow7 1.2223e-03 6.9739e-04 1.7527 0.0796606 .
## hour15:dow7 1.5340e-03 6.9264e-04 2.2147 0.0267797 *
## hour16:dow7 1.2406e-03 6.9585e-04 1.7828 0.0746145 .
## hour17:dow7 1.1912e-03 7.1196e-04 1.6731 0.0943075 .
## hour18:dow7 1.2034e-03 7.2785e-04 1.6534 0.0982577 .
## hour19:dow7 1.2151e-03 7.1195e-04 1.7067 0.0878747 .
## hour20:dow7 1.3301e-03 7.4102e-04 1.7949 0.0726649 .
## hour21:dow7 1.9946e-03 7.5798e-04 2.6315 0.0085011 **
## hour22:dow7 2.9238e-03 7.4528e-04 3.9231 8.742e-05 ***
## hour23:dow7 2.3921e-03 7.8525e-04 3.0463 0.0023171 **
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Call:
## glm(formula = form, data = df)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -0.0075692 -0.0001248 0.0000621 0.0002658 0.0013214
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -8.115e-04 1.295e-04 -6.267 1.14e-09 ***
## lin1 -4.456e-06 1.329e-06 -3.352 0.000893 ***
## lin2 2.333e-06 1.317e-06 1.771 0.077417 .
## postchange 6.066e-04 1.820e-04 3.332 0.000959 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for gaussian family taken to be 6.979218e-07)
##
## Null deviance: 0.00025774 on 336 degrees of freedom
## Residual deviance: 0.00023241 on 333 degrees of freedom
## AIC: -3814.7
##
## Number of Fisher Scoring iterations: 2
##
##
## z test of coefficients:
##
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) -8.1147e-04 1.0523e-04 -7.7118 1.241e-14 ***
## lin1 -4.4556e-06 7.3446e-07 -6.0665 1.308e-09 ***
## lin2 2.3333e-06 5.4650e-07 4.2696 1.959e-05 ***
## postchange 6.0660e-04 1.2079e-04 5.0220 5.114e-07 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [1] "21 Regression for rate_xbxchib model2 on 2016-12-15/purple/50-90%"
##
## Call:
## glm(formula = form, data = df)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -0.0021300 -0.0006154 -0.0001620 0.0002697 0.0053229
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## hour0 6.735e-03 3.908e-04 17.234 < 2e-16 ***
## hour1 6.473e-03 3.908e-04 16.562 < 2e-16 ***
## hour2 5.816e-03 3.908e-04 14.881 < 2e-16 ***
## hour3 5.411e-03 3.908e-04 13.846 < 2e-16 ***
## hour4 4.870e-03 3.908e-04 12.461 < 2e-16 ***
## hour5 4.946e-03 3.908e-04 12.655 < 2e-16 ***
## hour6 4.015e-03 3.908e-04 10.273 < 2e-16 ***
## hour7 3.155e-03 3.908e-04 8.072 1.70e-15 ***
## hour8 2.556e-03 3.908e-04 6.539 9.22e-11 ***
## hour9 1.999e-03 3.908e-04 5.116 3.64e-07 ***
## hour10 1.602e-03 3.908e-04 4.099 4.43e-05 ***
## hour11 1.401e-03 3.908e-04 3.586 0.000350 ***
## hour12 1.437e-03 3.908e-04 3.677 0.000247 ***
## hour13 1.902e-03 3.908e-04 4.866 1.29e-06 ***
## hour14 2.721e-03 3.908e-04 6.962 5.56e-12 ***
## hour15 3.125e-03 3.908e-04 7.996 3.06e-15 ***
## hour16 3.420e-03 3.908e-04 8.751 < 2e-16 ***
## hour17 3.942e-03 3.908e-04 10.087 < 2e-16 ***
## hour18 4.472e-03 3.908e-04 11.443 < 2e-16 ***
## hour19 4.662e-03 3.908e-04 11.929 < 2e-16 ***
## hour20 4.968e-03 3.908e-04 12.712 < 2e-16 ***
## hour21 5.173e-03 3.908e-04 13.236 < 2e-16 ***
## hour22 5.155e-03 3.908e-04 13.189 < 2e-16 ***
## hour23 5.285e-03 3.908e-04 13.524 < 2e-16 ***
## dow2 -2.068e-03 5.527e-04 -3.742 0.000191 ***
## dow3 -2.373e-03 5.527e-04 -4.294 1.90e-05 ***
## dow4 -2.647e-03 5.527e-04 -4.789 1.89e-06 ***
## dow5 -2.885e-03 5.371e-04 -5.372 9.38e-08 ***
## dow6 -3.154e-03 5.527e-04 -5.706 1.46e-08 ***
## dow7 -1.479e-03 5.527e-04 -2.676 0.007562 **
## hour1:dow2 8.835e-04 7.816e-04 1.130 0.258569
## hour2:dow2 9.147e-04 7.816e-04 1.170 0.242131
## hour3:dow2 1.187e-03 7.816e-04 1.519 0.129029
## hour4:dow2 1.203e-03 7.816e-04 1.539 0.124029
## hour5:dow2 6.901e-04 7.816e-04 0.883 0.377488
## hour6:dow2 6.704e-04 7.816e-04 0.858 0.391253
## hour7:dow2 8.898e-04 7.816e-04 1.138 0.255180
## hour8:dow2 8.888e-04 7.816e-04 1.137 0.255721
## hour9:dow2 1.023e-03 7.816e-04 1.309 0.190915
## hour10:dow2 1.357e-03 7.816e-04 1.736 0.082784 .
## hour11:dow2 1.393e-03 7.816e-04 1.782 0.074951 .
## hour12:dow2 1.283e-03 7.816e-04 1.641 0.100982
## hour13:dow2 7.768e-04 7.816e-04 0.994 0.320548
## hour14:dow2 1.742e-04 7.816e-04 0.223 0.823706
## hour15:dow2 9.831e-05 7.816e-04 0.126 0.899935
## hour16:dow2 1.181e-04 7.816e-04 0.151 0.879920
## hour17:dow2 -8.015e-06 7.816e-04 -0.010 0.991820
## hour18:dow2 -2.458e-04 7.816e-04 -0.314 0.753244
## hour19:dow2 -2.476e-04 7.816e-04 -0.317 0.751443
## hour20:dow2 -2.009e-04 7.816e-04 -0.257 0.797186
## hour21:dow2 -1.306e-04 7.816e-04 -0.167 0.867296
## hour22:dow2 4.683e-04 7.816e-04 0.599 0.549215
## hour23:dow2 9.231e-04 7.816e-04 1.181 0.237864
## hour1:dow3 2.019e-04 7.816e-04 0.258 0.796264
## hour2:dow3 6.946e-04 7.816e-04 0.889 0.374403
## hour3:dow3 8.717e-04 7.816e-04 1.115 0.265014
## hour4:dow3 8.938e-04 7.816e-04 1.143 0.253091
## hour5:dow3 7.288e-04 7.816e-04 0.932 0.351304
## hour6:dow3 9.382e-04 7.816e-04 1.200 0.230253
## hour7:dow3 8.597e-04 7.816e-04 1.100 0.271592
## hour8:dow3 1.084e-03 7.816e-04 1.386 0.165952
## hour9:dow3 1.195e-03 7.816e-04 1.528 0.126681
## hour10:dow3 1.540e-03 7.816e-04 1.971 0.048988 *
## hour11:dow3 1.624e-03 7.816e-04 2.078 0.037964 *
## hour12:dow3 1.511e-03 7.816e-04 1.933 0.053523 .
## hour13:dow3 1.029e-03 7.816e-04 1.316 0.188294
## hour14:dow3 2.644e-04 7.816e-04 0.338 0.735246
## hour15:dow3 4.645e-05 7.816e-04 0.059 0.952621
## hour16:dow3 1.987e-05 7.816e-04 0.025 0.979721
## hour17:dow3 -1.688e-04 7.816e-04 -0.216 0.829095
## hour18:dow3 -3.677e-04 7.816e-04 -0.470 0.638140
## hour19:dow3 -4.073e-04 7.816e-04 -0.521 0.602454
## hour20:dow3 -3.025e-04 7.816e-04 -0.387 0.698816
## hour21:dow3 -1.750e-04 7.816e-04 -0.224 0.822840
## hour22:dow3 5.933e-04 7.816e-04 0.759 0.448012
## hour23:dow3 7.676e-04 7.816e-04 0.982 0.326272
## hour1:dow4 4.226e-04 7.816e-04 0.541 0.588817
## hour2:dow4 8.648e-04 7.816e-04 1.106 0.268773
## hour3:dow4 1.096e-03 7.816e-04 1.403 0.160964
## hour4:dow4 1.229e-03 7.816e-04 1.573 0.116091
## hour5:dow4 9.555e-04 7.816e-04 1.222 0.221793
## hour6:dow4 8.920e-04 7.816e-04 1.141 0.254038
## hour7:dow4 1.096e-03 7.816e-04 1.402 0.161159
## hour8:dow4 1.252e-03 7.816e-04 1.601 0.109578
## hour9:dow4 1.588e-03 7.816e-04 2.031 0.042458 *
## hour10:dow4 1.904e-03 7.816e-04 2.436 0.014986 *
## hour11:dow4 1.984e-03 7.816e-04 2.538 0.011263 *
## hour12:dow4 1.902e-03 7.816e-04 2.433 0.015121 *
## hour13:dow4 1.476e-03 7.816e-04 1.889 0.059155 .
## hour14:dow4 7.270e-04 7.816e-04 0.930 0.352495
## hour15:dow4 5.092e-04 7.816e-04 0.651 0.514902
## hour16:dow4 3.417e-04 7.816e-04 0.437 0.662048
## hour17:dow4 2.047e-04 7.816e-04 0.262 0.793482
## hour18:dow4 -7.912e-05 7.816e-04 -0.101 0.919396
## hour19:dow4 -1.202e-04 7.816e-04 -0.154 0.877780
## hour20:dow4 -1.992e-04 7.816e-04 -0.255 0.798901
## hour21:dow4 8.181e-05 7.816e-04 0.105 0.916658
## hour22:dow4 6.117e-04 7.816e-04 0.783 0.434000
## hour23:dow4 9.927e-04 7.816e-04 1.270 0.204315
## hour1:dow5 3.560e-04 7.707e-04 0.462 0.644209
## hour2:dow5 9.139e-04 7.707e-04 1.186 0.235956
## hour3:dow5 9.056e-04 7.707e-04 1.175 0.240240
## hour4:dow5 1.188e-03 7.707e-04 1.542 0.123460
## hour5:dow5 8.969e-04 7.707e-04 1.164 0.244787
## hour6:dow5 9.714e-04 7.707e-04 1.260 0.207792
## hour7:dow5 1.133e-03 7.707e-04 1.470 0.141957
## hour8:dow5 1.480e-03 7.707e-04 1.921 0.054995 .
## hour9:dow5 1.793e-03 7.707e-04 2.326 0.020178 *
## hour10:dow5 1.962e-03 7.707e-04 2.546 0.011035 *
## hour11:dow5 2.170e-03 7.707e-04 2.816 0.004942 **
## hour12:dow5 1.998e-03 7.707e-04 2.592 0.009655 **
## hour13:dow5 1.589e-03 7.707e-04 2.061 0.039484 *
## hour14:dow5 8.861e-04 7.707e-04 1.150 0.250489
## hour15:dow5 5.711e-04 7.707e-04 0.741 0.458843
## hour16:dow5 6.530e-04 7.707e-04 0.847 0.397025
## hour17:dow5 5.077e-04 7.707e-04 0.659 0.510153
## hour18:dow5 1.118e-04 7.707e-04 0.145 0.884685
## hour19:dow5 6.858e-05 7.707e-04 0.089 0.929116
## hour20:dow5 2.128e-05 7.707e-04 0.028 0.977982
## hour21:dow5 1.618e-04 7.707e-04 0.210 0.833785
## hour22:dow5 5.636e-04 7.707e-04 0.731 0.464736
## hour23:dow5 9.661e-04 7.707e-04 1.253 0.210287
## hour1:dow6 4.729e-04 7.816e-04 0.605 0.545326
## hour2:dow6 1.092e-03 7.816e-04 1.397 0.162561
## hour3:dow6 1.409e-03 7.816e-04 1.802 0.071758 .
## hour4:dow6 1.622e-03 7.816e-04 2.075 0.038183 *
## hour5:dow6 1.576e-03 7.816e-04 2.017 0.043942 *
## hour6:dow6 1.377e-03 7.816e-04 1.762 0.078403 .
## hour7:dow6 1.692e-03 7.816e-04 2.165 0.030613 *
## hour8:dow6 1.942e-03 7.816e-04 2.484 0.013125 *
## hour9:dow6 2.154e-03 7.816e-04 2.756 0.005935 **
## hour10:dow6 2.360e-03 7.816e-04 3.020 0.002586 **
## hour11:dow6 2.569e-03 7.816e-04 3.286 0.001045 **
## hour12:dow6 2.348e-03 7.816e-04 3.004 0.002723 **
## hour13:dow6 1.981e-03 7.816e-04 2.534 0.011409 *
## hour14:dow6 1.238e-03 7.816e-04 1.584 0.113499
## hour15:dow6 1.107e-03 7.816e-04 1.416 0.157005
## hour16:dow6 1.027e-03 7.816e-04 1.314 0.189111
## hour17:dow6 9.303e-04 7.816e-04 1.190 0.234231
## hour18:dow6 6.747e-04 7.816e-04 0.863 0.388198
## hour19:dow6 6.779e-04 7.816e-04 0.867 0.385981
## hour20:dow6 5.947e-04 7.816e-04 0.761 0.446940
## hour21:dow6 9.780e-04 7.816e-04 1.251 0.211118
## hour22:dow6 1.631e-03 7.816e-04 2.086 0.037164 *
## hour23:dow6 2.418e-03 7.816e-04 3.094 0.002022 **
## hour1:dow7 1.949e-04 7.816e-04 0.249 0.803184
## hour2:dow7 6.884e-04 7.816e-04 0.881 0.378668
## hour3:dow7 9.207e-04 7.816e-04 1.178 0.239101
## hour4:dow7 1.755e-03 7.816e-04 2.245 0.024950 *
## hour5:dow7 1.077e-03 7.816e-04 1.378 0.168410
## hour6:dow7 1.209e-03 7.816e-04 1.546 0.122281
## hour7:dow7 1.187e-03 7.816e-04 1.519 0.129155
## hour8:dow7 1.032e-03 7.816e-04 1.320 0.186950
## hour9:dow7 1.052e-03 7.816e-04 1.346 0.178494
## hour10:dow7 1.328e-03 7.816e-04 1.699 0.089529 .
## hour11:dow7 1.501e-03 7.816e-04 1.921 0.054993 .
## hour12:dow7 1.499e-03 7.816e-04 1.918 0.055335 .
## hour13:dow7 1.366e-03 7.816e-04 1.748 0.080768 .
## hour14:dow7 1.132e-03 7.816e-04 1.448 0.147838
## hour15:dow7 1.039e-03 7.816e-04 1.329 0.184201
## hour16:dow7 1.175e-03 7.816e-04 1.504 0.132931
## hour17:dow7 1.145e-03 7.816e-04 1.464 0.143339
## hour18:dow7 8.508e-04 7.816e-04 1.089 0.276597
## hour19:dow7 1.054e-03 7.816e-04 1.348 0.177935
## hour20:dow7 9.867e-04 7.816e-04 1.262 0.207056
## hour21:dow7 1.109e-03 7.816e-04 1.418 0.156404
## hour22:dow7 2.565e-03 7.816e-04 3.282 0.001061 **
## hour23:dow7 2.660e-03 7.816e-04 3.402 0.000690 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for gaussian family taken to be 1.221947e-06)
##
## Null deviance: 0.0142517 on 1345 degrees of freedom
## Residual deviance: 0.0014382 on 1177 degrees of freedom
## AIC: -14337
##
## Number of Fisher Scoring iterations: 2
##
##
## z test of coefficients:
##
## Estimate Std. Error z value Pr(>|z|)
## hour0 6.7354e-03 3.2253e-04 20.8827 < 2.2e-16 ***
## hour1 6.4728e-03 4.1323e-04 15.6641 < 2.2e-16 ***
## hour2 5.8157e-03 3.8994e-04 14.9144 < 2.2e-16 ***
## hour3 5.4112e-03 3.0980e-04 17.4670 < 2.2e-16 ***
## hour4 4.8702e-03 2.8316e-04 17.1992 < 2.2e-16 ***
## hour5 4.9461e-03 3.1217e-04 15.8439 < 2.2e-16 ***
## hour6 4.0149e-03 2.4876e-04 16.1400 < 2.2e-16 ***
## hour7 3.1546e-03 3.1741e-04 9.9387 < 2.2e-16 ***
## hour8 2.5555e-03 2.1581e-04 11.8414 < 2.2e-16 ***
## hour9 1.9994e-03 2.5078e-04 7.9730 1.549e-15 ***
## hour10 1.6022e-03 1.9162e-04 8.3612 < 2.2e-16 ***
## hour11 1.4014e-03 1.6179e-04 8.6618 < 2.2e-16 ***
## hour12 1.4369e-03 1.6146e-04 8.8999 < 2.2e-16 ***
## hour13 1.9018e-03 2.0436e-04 9.3061 < 2.2e-16 ***
## hour14 2.7209e-03 2.5459e-04 10.6873 < 2.2e-16 ***
## hour15 3.1249e-03 5.0163e-04 6.2295 4.678e-10 ***
## hour16 3.4200e-03 4.8188e-04 7.0973 1.272e-12 ***
## hour17 3.9424e-03 5.4132e-04 7.2829 3.267e-13 ***
## hour18 4.4723e-03 6.1745e-04 7.2431 4.384e-13 ***
## hour19 4.6622e-03 6.8154e-04 6.8407 7.879e-12 ***
## hour20 4.9682e-03 6.7131e-04 7.4008 1.354e-13 ***
## hour21 5.1730e-03 7.5840e-04 6.8210 9.042e-12 ***
## hour22 5.1546e-03 7.3489e-04 7.0141 2.315e-12 ***
## hour23 5.2854e-03 6.9069e-04 7.6523 1.975e-14 ***
## dow2 -2.0685e-03 6.7722e-04 -3.0544 0.0022554 **
## dow3 -2.3734e-03 7.6894e-04 -3.0866 0.0020248 **
## dow4 -2.6470e-03 5.9504e-04 -4.4484 8.650e-06 ***
## dow5 -2.8855e-03 5.0715e-04 -5.6896 1.273e-08 ***
## dow6 -3.1536e-03 5.1154e-04 -6.1649 7.051e-10 ***
## dow7 -1.4788e-03 5.9178e-04 -2.4990 0.0124544 *
## hour1:dow2 8.8352e-04 1.0747e-03 0.8221 0.4110325
## hour2:dow2 9.1474e-04 9.7970e-04 0.9337 0.3504626
## hour3:dow2 1.1873e-03 9.0904e-04 1.3061 0.1915081
## hour4:dow2 1.2031e-03 9.2071e-04 1.3067 0.1913116
## hour5:dow2 6.9009e-04 9.4447e-04 0.7307 0.4649827
## hour6:dow2 6.7039e-04 8.3746e-04 0.8005 0.4234203
## hour7:dow2 8.8984e-04 8.5587e-04 1.0397 0.2984825
## hour8:dow2 8.8883e-04 7.7317e-04 1.1496 0.2503136
## hour9:dow2 1.0229e-03 7.5275e-04 1.3589 0.1741900
## hour10:dow2 1.3571e-03 7.2455e-04 1.8730 0.0610617 .
## hour11:dow2 1.3932e-03 7.0589e-04 1.9736 0.0484240 *
## hour12:dow2 1.2830e-03 7.1940e-04 1.7834 0.0745188 .
## hour13:dow2 7.7676e-04 7.2604e-04 1.0699 0.2846810
## hour14:dow2 1.7418e-04 7.7115e-04 0.2259 0.8213065
## hour15:dow2 9.8309e-05 9.0630e-04 0.1085 0.9136205
## hour16:dow2 1.1811e-04 9.1539e-04 0.1290 0.8973370
## hour17:dow2 -8.0152e-06 1.0057e-03 -0.0080 0.9936412
## hour18:dow2 -2.4578e-04 1.0957e-03 -0.2243 0.8225190
## hour19:dow2 -2.4763e-04 1.2055e-03 -0.2054 0.8372406
## hour20:dow2 -2.0092e-04 1.2262e-03 -0.1639 0.8698407
## hour21:dow2 -1.3064e-04 1.2383e-03 -0.1055 0.9159792
## hour22:dow2 4.6829e-04 1.2628e-03 0.3708 0.7107507
## hour23:dow2 9.2308e-04 1.2536e-03 0.7363 0.4615347
## hour1:dow3 2.0186e-04 1.1293e-03 0.1788 0.8581332
## hour2:dow3 6.9457e-04 1.1499e-03 0.6040 0.5458214
## hour3:dow3 8.7165e-04 1.0440e-03 0.8349 0.4037816
## hour4:dow3 8.9376e-04 1.0354e-03 0.8632 0.3880192
## hour5:dow3 7.2883e-04 9.7444e-04 0.7480 0.4544879
## hour6:dow3 9.3824e-04 9.1258e-04 1.0281 0.3038987
## hour7:dow3 8.5975e-04 8.9822e-04 0.9572 0.3384834
## hour8:dow3 1.0835e-03 8.0950e-04 1.3385 0.1807376
## hour9:dow3 1.1947e-03 8.1188e-04 1.4715 0.1411563
## hour10:dow3 1.5404e-03 7.9766e-04 1.9312 0.0534607 .
## hour11:dow3 1.6239e-03 7.8864e-04 2.0592 0.0394781 *
## hour12:dow3 1.5106e-03 7.8604e-04 1.9218 0.0546289 .
## hour13:dow3 1.0290e-03 7.9596e-04 1.2927 0.1961021
## hour14:dow3 2.6438e-04 8.1042e-04 0.3262 0.7442535
## hour15:dow3 4.6452e-05 9.2079e-04 0.0504 0.9597653
## hour16:dow3 1.9872e-05 9.1751e-04 0.0217 0.9827199
## hour17:dow3 -1.6877e-04 9.6474e-04 -0.1749 0.8611320
## hour18:dow3 -3.6770e-04 1.0460e-03 -0.3516 0.7251752
## hour19:dow3 -4.0725e-04 1.1018e-03 -0.3696 0.7116574
## hour20:dow3 -3.0251e-04 1.1235e-03 -0.2693 0.7877361
## hour21:dow3 -1.7505e-04 1.1561e-03 -0.1514 0.8796573
## hour22:dow3 5.9326e-04 1.1462e-03 0.5176 0.6047375
## hour23:dow3 7.6763e-04 1.1290e-03 0.6799 0.4965712
## hour1:dow4 4.2264e-04 9.6048e-04 0.4400 0.6599165
## hour2:dow4 8.6483e-04 8.4297e-04 1.0259 0.3049259
## hour3:dow4 1.0964e-03 8.5350e-04 1.2846 0.1989213
## hour4:dow4 1.2292e-03 8.5176e-04 1.4431 0.1489908
## hour5:dow4 9.5550e-04 8.6466e-04 1.1051 0.2691351
## hour6:dow4 8.9198e-04 7.3383e-04 1.2155 0.2241687
## hour7:dow4 1.0959e-03 7.1543e-04 1.5318 0.1255601
## hour8:dow4 1.2517e-03 6.6719e-04 1.8760 0.0606524 .
## hour9:dow4 1.5877e-03 6.5584e-04 2.4209 0.0154836 *
## hour10:dow4 1.9043e-03 6.2925e-04 3.0263 0.0024755 **
## hour11:dow4 1.9842e-03 6.2212e-04 3.1893 0.0014260 **
## hour12:dow4 1.9018e-03 6.2051e-04 3.0648 0.0021778 **
## hour13:dow4 1.4764e-03 6.3288e-04 2.3329 0.0196541 *
## hour14:dow4 7.2703e-04 6.5085e-04 1.1170 0.2639735
## hour15:dow4 5.0918e-04 7.8887e-04 0.6455 0.5186295
## hour16:dow4 3.4173e-04 7.7777e-04 0.4394 0.6603898
## hour17:dow4 2.0468e-04 8.3441e-04 0.2453 0.8062282
## hour18:dow4 -7.9115e-05 9.1789e-04 -0.0862 0.9313131
## hour19:dow4 -1.2023e-04 9.6939e-04 -0.1240 0.9012933
## hour20:dow4 -1.9918e-04 9.5865e-04 -0.2078 0.8354030
## hour21:dow4 8.1813e-05 1.0222e-03 0.0800 0.9362072
## hour22:dow4 6.1174e-04 1.0248e-03 0.5970 0.5505399
## hour23:dow4 9.9274e-04 9.7205e-04 1.0213 0.3071192
## hour1:dow5 3.5603e-04 8.3253e-04 0.4276 0.6689128
## hour2:dow5 9.1388e-04 7.6429e-04 1.1957 0.2318015
## hour3:dow5 9.0558e-04 7.3070e-04 1.2393 0.2152269
## hour4:dow5 1.1881e-03 6.9011e-04 1.7216 0.0851497 .
## hour5:dow5 8.9687e-04 6.7332e-04 1.3320 0.1828560
## hour6:dow5 9.7137e-04 6.0702e-04 1.6002 0.1095456
## hour7:dow5 1.1326e-03 6.3093e-04 1.7951 0.0726356 .
## hour8:dow5 1.4804e-03 5.8027e-04 2.5512 0.0107342 *
## hour9:dow5 1.7928e-03 5.7605e-04 3.1123 0.0018567 **
## hour10:dow5 1.9620e-03 5.4628e-04 3.5915 0.0003288 ***
## hour11:dow5 2.1704e-03 5.3899e-04 4.0269 5.653e-05 ***
## hour12:dow5 1.9978e-03 5.3510e-04 3.7336 0.0001888 ***
## hour13:dow5 1.5888e-03 5.5123e-04 2.8822 0.0039493 **
## hour14:dow5 8.8611e-04 5.8255e-04 1.5211 0.1282326
## hour15:dow5 5.7110e-04 7.2737e-04 0.7852 0.4323599
## hour16:dow5 6.5299e-04 7.4047e-04 0.8819 0.3778543
## hour17:dow5 5.0775e-04 8.0550e-04 0.6304 0.5284655
## hour18:dow5 1.1180e-04 8.8082e-04 0.1269 0.8989951
## hour19:dow5 6.8576e-05 9.4546e-04 0.0725 0.9421791
## hour20:dow5 2.1276e-05 9.1646e-04 0.0232 0.9814787
## hour21:dow5 1.6177e-04 9.9418e-04 0.1627 0.8707411
## hour22:dow5 5.6363e-04 9.6105e-04 0.5865 0.5575560
## hour23:dow5 9.6606e-04 9.4470e-04 1.0226 0.3064910
## hour1:dow6 4.7286e-04 8.3582e-04 0.5657 0.5715664
## hour2:dow6 1.0923e-03 7.9493e-04 1.3740 0.1694303
## hour3:dow6 1.4087e-03 7.7551e-04 1.8165 0.0692861 .
## hour4:dow6 1.6221e-03 7.7634e-04 2.0894 0.0366708 *
## hour5:dow6 1.5764e-03 7.1457e-04 2.2061 0.0273740 *
## hour6:dow6 1.3769e-03 6.6740e-04 2.0631 0.0391008 *
## hour7:dow6 1.6920e-03 6.5407e-04 2.5869 0.0096843 **
## hour8:dow6 1.9417e-03 5.9722e-04 3.2512 0.0011490 **
## hour9:dow6 2.1545e-03 5.8164e-04 3.7041 0.0002121 ***
## hour10:dow6 2.3603e-03 5.5096e-04 4.2839 1.836e-05 ***
## hour11:dow6 2.5687e-03 5.4629e-04 4.7021 2.574e-06 ***
## hour12:dow6 2.3478e-03 5.3823e-04 4.3621 1.288e-05 ***
## hour13:dow6 1.9806e-03 5.5652e-04 3.5589 0.0003724 ***
## hour14:dow6 1.2380e-03 5.8348e-04 2.1218 0.0338585 *
## hour15:dow6 1.1069e-03 7.3937e-04 1.4971 0.1343667
## hour16:dow6 1.0271e-03 7.3391e-04 1.3994 0.1616802
## hour17:dow6 9.3027e-04 8.0716e-04 1.1525 0.2491045
## hour18:dow6 6.7473e-04 8.8787e-04 0.7599 0.4472910
## hour19:dow6 6.7789e-04 9.5615e-04 0.7090 0.4783419
## hour20:dow6 5.9466e-04 9.2166e-04 0.6452 0.5187905
## hour21:dow6 9.7798e-04 9.8703e-04 0.9908 0.3217655
## hour22:dow6 1.6308e-03 9.8701e-04 1.6522 0.0984865 .
## hour23:dow6 2.4183e-03 9.2824e-04 2.6053 0.0091798 **
## hour1:dow7 1.9485e-04 8.3561e-04 0.2332 0.8156180
## hour2:dow7 6.8839e-04 8.0743e-04 0.8526 0.3939025
## hour3:dow7 9.2065e-04 7.3941e-04 1.2451 0.2130911
## hour4:dow7 1.7548e-03 1.0310e-03 1.7021 0.0887459 .
## hour5:dow7 1.0773e-03 7.6923e-04 1.4004 0.1613862
## hour6:dow7 1.2087e-03 7.5251e-04 1.6063 0.1082156
## hour7:dow7 1.1869e-03 7.3409e-04 1.6169 0.1059031
## hour8:dow7 1.0321e-03 6.7357e-04 1.5323 0.1254511
## hour9:dow7 1.0523e-03 6.7514e-04 1.5586 0.1190958
## hour10:dow7 1.3282e-03 6.3419e-04 2.0944 0.0362256 *
## hour11:dow7 1.5014e-03 6.1812e-04 2.4290 0.0151400 *
## hour12:dow7 1.4993e-03 6.3646e-04 2.3557 0.0184887 *
## hour13:dow7 1.3661e-03 6.3379e-04 2.1555 0.0311224 *
## hour14:dow7 1.1320e-03 6.6099e-04 1.7125 0.0868005 .
## hour15:dow7 1.0386e-03 7.9134e-04 1.3124 0.1893711
## hour16:dow7 1.1754e-03 7.7649e-04 1.5137 0.1301083
## hour17:dow7 1.1447e-03 8.3036e-04 1.3785 0.1680372
## hour18:dow7 8.5082e-04 8.7843e-04 0.9686 0.3327550
## hour19:dow7 1.0536e-03 9.2910e-04 1.1340 0.2567843
## hour20:dow7 9.8675e-04 9.3219e-04 1.0585 0.2898150
## hour21:dow7 1.1085e-03 9.9855e-04 1.1101 0.2669440
## hour22:dow7 2.5653e-03 1.0055e-03 2.5513 0.0107328 *
## hour23:dow7 2.6595e-03 9.8433e-04 2.7019 0.0068949 **
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Call:
## glm(formula = form, data = df)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -1.453e-03 -2.630e-04 8.848e-05 3.266e-04 1.120e-03
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -5.868e-04 7.401e-05 -7.928 3.40e-14 ***
## lin1 2.923e-06 7.597e-07 3.848 0.000143 ***
## lin2 3.139e-06 7.529e-07 4.169 3.91e-05 ***
## postchange -2.875e-05 1.041e-04 -0.276 0.782472
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for gaussian family taken to be 2.280189e-07)
##
## Null deviance: 0.00010284 on 336 degrees of freedom
## Residual deviance: 0.00007593 on 333 degrees of freedom
## AIC: -4191.7
##
## Number of Fisher Scoring iterations: 2
##
##
## z test of coefficients:
##
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) -5.8675e-04 7.3118e-05 -8.0247 1.018e-15 ***
## lin1 2.9230e-06 7.2557e-07 4.0285 5.613e-05 ***
## lin2 3.1390e-06 5.2572e-07 5.9708 2.361e-09 ***
## postchange -2.8752e-05 9.4530e-05 -0.3042 0.761
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [1] "22 Regression for rate_xbxchib model2 on 2016-11-17/blue/content change"
##
## Call:
## glm(formula = form, data = df)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -0.006935 -0.000241 -0.000029 0.000197 0.044675
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## hour0 6.028e-03 7.329e-04 8.225 5.21e-16 ***
## hour1 5.506e-03 7.329e-04 7.512 1.16e-13 ***
## hour2 4.958e-03 7.329e-04 6.765 2.11e-11 ***
## hour3 4.748e-03 7.329e-04 6.478 1.37e-10 ***
## hour4 4.247e-03 7.329e-04 5.795 8.80e-09 ***
## hour5 4.111e-03 7.329e-04 5.609 2.55e-08 ***
## hour6 3.092e-03 7.329e-04 4.219 2.64e-05 ***
## hour7 2.194e-03 7.329e-04 2.993 0.00282 **
## hour8 1.839e-03 7.329e-04 2.509 0.01223 *
## hour9 1.227e-03 7.329e-04 1.674 0.09438 .
## hour10 1.093e-03 7.329e-04 1.492 0.13601
## hour11 1.031e-03 7.329e-04 1.407 0.15967
## hour12 1.206e-03 7.329e-04 1.645 0.10023
## hour13 1.534e-03 7.329e-04 2.092 0.03662 *
## hour14 2.195e-03 7.329e-04 2.995 0.00280 **
## hour15 2.307e-03 7.329e-04 3.148 0.00169 **
## hour16 2.817e-03 6.855e-04 4.109 4.26e-05 ***
## hour17 3.246e-03 6.855e-04 4.734 2.47e-06 ***
## hour18 3.505e-03 6.855e-04 5.113 3.71e-07 ***
## hour19 3.657e-03 6.855e-04 5.334 1.15e-07 ***
## hour20 3.922e-03 6.855e-04 5.721 1.35e-08 ***
## hour21 3.995e-03 6.855e-04 5.827 7.31e-09 ***
## hour22 3.861e-03 6.855e-04 5.632 2.24e-08 ***
## hour23 4.125e-03 6.855e-04 6.018 2.37e-09 ***
## dow2 -2.304e-03 1.004e-03 -2.295 0.02188 *
## dow3 -2.586e-03 1.004e-03 -2.576 0.01010 *
## dow4 -2.564e-03 1.004e-03 -2.555 0.01075 *
## dow5 -2.688e-03 9.772e-04 -2.751 0.00603 **
## dow6 -2.813e-03 1.004e-03 -2.803 0.00515 **
## dow7 -1.332e-03 1.004e-03 -1.327 0.18464
## hour1:dow2 6.643e-04 1.419e-03 0.468 0.63982
## hour2:dow2 9.367e-04 1.419e-03 0.660 0.50938
## hour3:dow2 9.666e-04 1.419e-03 0.681 0.49595
## hour4:dow2 8.997e-04 1.419e-03 0.634 0.52623
## hour5:dow2 5.403e-04 1.419e-03 0.381 0.70348
## hour6:dow2 8.745e-04 1.419e-03 0.616 0.53788
## hour7:dow2 1.155e-03 1.419e-03 0.814 0.41578
## hour8:dow2 1.215e-03 1.419e-03 0.856 0.39200
## hour9:dow2 1.643e-03 1.419e-03 1.158 0.24725
## hour10:dow2 1.754e-03 1.419e-03 1.236 0.21683
## hour11:dow2 1.743e-03 1.419e-03 1.228 0.21957
## hour12:dow2 1.484e-03 1.419e-03 1.046 0.29597
## hour13:dow2 1.154e-03 1.419e-03 0.813 0.41612
## hour14:dow2 5.601e-04 1.419e-03 0.395 0.69319
## hour15:dow2 6.353e-04 1.419e-03 0.448 0.65449
## hour16:dow2 3.484e-04 1.395e-03 0.250 0.80288
## hour17:dow2 6.059e-05 1.395e-03 0.043 0.96537
## hour18:dow2 -7.995e-05 1.395e-03 -0.057 0.95432
## hour19:dow2 -1.428e-04 1.395e-03 -0.102 0.91852
## hour20:dow2 -1.688e-04 1.395e-03 -0.121 0.90373
## hour21:dow2 2.290e-04 1.395e-03 0.164 0.86967
## hour22:dow2 9.109e-04 1.395e-03 0.653 0.51399
## hour23:dow2 1.116e-03 1.395e-03 0.800 0.42405
## hour1:dow3 5.648e-04 1.419e-03 0.398 0.69070
## hour2:dow3 7.943e-04 1.419e-03 0.560 0.57583
## hour3:dow3 6.909e-04 1.419e-03 0.487 0.62647
## hour4:dow3 7.681e-04 1.419e-03 0.541 0.58844
## hour5:dow3 9.354e-04 1.419e-03 0.659 0.50997
## hour6:dow3 1.418e-03 1.419e-03 0.999 0.31784
## hour7:dow3 1.618e-03 1.419e-03 1.140 0.25454
## hour8:dow3 1.687e-03 1.419e-03 1.189 0.23472
## hour9:dow3 2.072e-03 1.419e-03 1.460 0.14455
## hour10:dow3 2.150e-03 1.419e-03 1.515 0.13012
## hour11:dow3 2.098e-03 1.419e-03 1.478 0.13958
## hour12:dow3 1.991e-03 1.419e-03 1.403 0.16087
## hour13:dow3 1.679e-03 1.419e-03 1.183 0.23692
## hour14:dow3 1.034e-03 1.419e-03 0.728 0.46650
## hour15:dow3 1.033e-03 1.419e-03 0.728 0.46674
## hour16:dow3 7.415e-04 1.395e-03 0.531 0.59523
## hour17:dow3 5.139e-04 1.395e-03 0.368 0.71271
## hour18:dow3 4.368e-04 1.395e-03 0.313 0.75428
## hour19:dow3 3.261e-04 1.395e-03 0.234 0.81527
## hour20:dow3 3.566e-04 1.395e-03 0.256 0.79832
## hour21:dow3 6.755e-04 1.395e-03 0.484 0.62841
## hour22:dow3 1.429e-03 1.395e-03 1.024 0.30600
## hour23:dow3 1.729e-03 1.395e-03 1.239 0.21568
## hour1:dow4 5.764e-04 1.419e-03 0.406 0.68470
## hour2:dow4 7.677e-04 1.419e-03 0.541 0.58867
## hour3:dow4 7.209e-04 1.419e-03 0.508 0.61157
## hour4:dow4 8.961e-04 1.419e-03 0.631 0.52787
## hour5:dow4 7.068e-04 1.419e-03 0.498 0.61855
## hour6:dow4 1.063e-03 1.419e-03 0.749 0.45417
## hour7:dow4 1.480e-03 1.419e-03 1.043 0.29711
## hour8:dow4 1.509e-03 1.419e-03 1.063 0.28778
## hour9:dow4 2.038e-03 1.419e-03 1.436 0.15133
## hour10:dow4 2.183e-03 1.419e-03 1.539 0.12420
## hour11:dow4 2.127e-03 1.419e-03 1.499 0.13425
## hour12:dow4 1.949e-03 1.419e-03 1.373 0.16991
## hour13:dow4 1.646e-03 1.419e-03 1.160 0.24633
## hour14:dow4 1.104e-03 1.419e-03 0.778 0.43658
## hour15:dow4 1.050e-03 1.419e-03 0.740 0.45952
## hour16:dow4 6.693e-04 1.395e-03 0.480 0.63153
## hour17:dow4 4.793e-04 1.395e-03 0.343 0.73131
## hour18:dow4 3.484e-04 1.395e-03 0.250 0.80288
## hour19:dow4 3.463e-04 1.395e-03 0.248 0.80406
## hour20:dow4 2.953e-04 1.395e-03 0.212 0.83245
## hour21:dow4 7.803e-04 1.395e-03 0.559 0.57610
## hour22:dow4 1.462e-03 1.395e-03 1.048 0.29481
## hour23:dow4 1.636e-03 1.395e-03 1.172 0.24133
## hour1:dow5 2.575e-04 1.401e-03 0.184 0.85417
## hour2:dow5 7.113e-04 1.401e-03 0.508 0.61166
## hour3:dow5 6.164e-04 1.401e-03 0.440 0.65999
## hour4:dow5 8.578e-04 1.401e-03 0.612 0.54041
## hour5:dow5 8.998e-04 1.401e-03 0.642 0.52075
## hour6:dow5 1.114e-03 1.401e-03 0.795 0.42655
## hour7:dow5 1.519e-03 1.401e-03 1.085 0.27823
## hour8:dow5 1.563e-03 1.401e-03 1.116 0.26460
## hour9:dow5 2.107e-03 1.401e-03 1.504 0.13277
## hour10:dow5 2.181e-03 1.401e-03 1.557 0.11967
## hour11:dow5 2.154e-03 1.401e-03 1.538 0.12432
## hour12:dow5 1.934e-03 1.401e-03 1.381 0.16766
## hour13:dow5 1.661e-03 1.401e-03 1.186 0.23598
## hour14:dow5 1.106e-03 1.401e-03 0.790 0.42975
## hour15:dow5 1.102e-03 1.401e-03 0.786 0.43176
## hour16:dow5 7.609e-04 1.377e-03 0.553 0.58054
## hour17:dow5 5.460e-04 1.377e-03 0.397 0.69168
## hour18:dow5 3.763e-04 1.377e-03 0.273 0.78463
## hour19:dow5 3.532e-04 1.377e-03 0.257 0.79753
## hour20:dow5 3.501e-04 1.377e-03 0.254 0.79926
## hour21:dow5 6.599e-04 1.377e-03 0.479 0.63177
## hour22:dow5 1.204e-03 1.377e-03 0.875 0.38174
## hour23:dow5 1.301e-03 1.377e-03 0.945 0.34489
## hour1:dow6 5.536e-04 1.419e-03 0.390 0.69655
## hour2:dow6 1.109e-03 1.419e-03 0.781 0.43477
## hour3:dow6 1.094e-03 1.419e-03 0.771 0.44105
## hour4:dow6 1.497e-03 1.419e-03 1.054 0.29188
## hour5:dow6 1.432e-03 1.419e-03 1.009 0.31329
## hour6:dow6 1.562e-03 1.419e-03 1.101 0.27118
## hour7:dow6 1.905e-03 1.419e-03 1.343 0.17966
## hour8:dow6 1.949e-03 1.419e-03 1.373 0.16989
## hour9:dow6 2.423e-03 1.419e-03 1.707 0.08804 .
## hour10:dow6 2.497e-03 1.419e-03 1.759 0.07879 .
## hour11:dow6 2.398e-03 1.419e-03 1.690 0.09130 .
## hour12:dow6 2.143e-03 1.419e-03 1.510 0.13124
## hour13:dow6 1.989e-03 1.419e-03 1.401 0.16139
## hour14:dow6 1.407e-03 1.419e-03 0.992 0.32157
## hour15:dow6 1.451e-03 1.419e-03 1.022 0.30686
## hour16:dow6 1.151e-03 1.395e-03 0.825 0.40973
## hour17:dow6 1.047e-03 1.395e-03 0.750 0.45326
## hour18:dow6 1.647e-03 1.395e-03 1.180 0.23814
## hour19:dow6 6.306e-03 1.395e-03 4.519 6.85e-06 ***
## hour20:dow6 7.296e-03 1.395e-03 5.229 2.03e-07 ***
## hour21:dow6 1.306e-03 1.419e-03 0.920 0.35755
## hour22:dow6 2.071e-03 1.419e-03 1.459 0.14480
## hour23:dow6 3.619e-03 1.395e-03 2.594 0.00962 **
## hour1:dow7 3.986e-04 1.419e-03 0.281 0.77887
## hour2:dow7 5.833e-04 1.419e-03 0.411 0.68115
## hour3:dow7 6.479e-04 1.419e-03 0.457 0.64811
## hour4:dow7 6.333e-04 1.419e-03 0.446 0.65549
## hour5:dow7 4.372e-04 1.419e-03 0.308 0.75811
## hour6:dow7 7.702e-04 1.419e-03 0.543 0.58744
## hour7:dow7 9.869e-04 1.419e-03 0.695 0.48695
## hour8:dow7 1.086e-03 1.419e-03 0.765 0.44413
## hour9:dow7 1.424e-03 1.419e-03 1.004 0.31581
## hour10:dow7 1.364e-03 1.419e-03 0.961 0.33686
## hour11:dow7 1.561e-03 1.419e-03 1.100 0.27161
## hour12:dow7 1.340e-03 1.419e-03 0.944 0.34520
## hour13:dow7 1.595e-03 1.419e-03 1.124 0.26133
## hour14:dow7 1.464e-03 1.419e-03 1.031 0.30263
## hour15:dow7 1.733e-03 1.419e-03 1.221 0.22225
## hour16:dow7 1.413e-03 1.395e-03 1.012 0.31160
## hour17:dow7 1.298e-03 1.419e-03 0.915 0.36050
## hour18:dow7 1.281e-03 1.419e-03 0.903 0.36695
## hour19:dow7 1.494e-03 1.419e-03 1.053 0.29267
## hour20:dow7 1.448e-03 1.419e-03 1.020 0.30777
## hour21:dow7 1.893e-03 1.419e-03 1.334 0.18243
## hour22:dow7 3.055e-03 1.419e-03 2.152 0.03157 *
## hour23:dow7 2.794e-03 1.419e-03 1.969 0.04924 *
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for gaussian family taken to be 3.759718e-06)
##
## Null deviance: 0.0133932 on 1320 degrees of freedom
## Residual deviance: 0.0043312 on 1152 degrees of freedom
## AIC: -12584
##
## Number of Fisher Scoring iterations: 2
##
##
## z test of coefficients:
##
## Estimate Std. Error z value Pr(>|z|)
## hour0 6.0281e-03 3.4893e-04 17.2761 < 2.2e-16 ***
## hour1 5.5055e-03 2.9244e-04 18.8262 < 2.2e-16 ***
## hour2 4.9580e-03 2.5221e-04 19.6582 < 2.2e-16 ***
## hour3 4.7478e-03 1.5774e-04 30.0994 < 2.2e-16 ***
## hour4 4.2471e-03 2.2162e-04 19.1638 < 2.2e-16 ***
## hour5 4.1105e-03 3.8067e-04 10.7982 < 2.2e-16 ***
## hour6 3.0922e-03 2.7013e-04 11.4470 < 2.2e-16 ***
## hour7 2.1935e-03 1.8554e-04 11.8225 < 2.2e-16 ***
## hour8 1.8391e-03 1.9829e-04 9.2753 < 2.2e-16 ***
## hour9 1.2269e-03 1.7090e-04 7.1790 7.022e-13 ***
## hour10 1.0934e-03 1.1016e-04 9.9256 < 2.2e-16 ***
## hour11 1.0312e-03 9.0893e-05 11.3455 < 2.2e-16 ***
## hour12 1.2056e-03 7.6528e-05 15.7539 < 2.2e-16 ***
## hour13 1.5335e-03 1.0919e-04 14.0440 < 2.2e-16 ***
## hour14 2.1952e-03 1.9765e-04 11.1066 < 2.2e-16 ***
## hour15 2.3070e-03 1.7119e-04 13.4759 < 2.2e-16 ***
## hour16 2.8166e-03 1.9269e-04 14.6176 < 2.2e-16 ***
## hour17 3.2455e-03 1.9788e-04 16.4010 < 2.2e-16 ***
## hour18 3.5054e-03 1.7475e-04 20.0593 < 2.2e-16 ***
## hour19 3.6569e-03 2.1194e-04 17.2543 < 2.2e-16 ***
## hour20 3.9217e-03 2.5299e-04 15.5013 < 2.2e-16 ***
## hour21 3.9947e-03 2.8602e-04 13.9664 < 2.2e-16 ***
## hour22 3.8608e-03 2.7152e-04 14.2189 < 2.2e-16 ***
## hour23 4.1255e-03 2.2304e-04 18.4970 < 2.2e-16 ***
## dow2 -2.3036e-03 4.2606e-04 -5.4068 6.417e-08 ***
## dow3 -2.5856e-03 3.7643e-04 -6.8687 6.480e-12 ***
## dow4 -2.5639e-03 3.6858e-04 -6.9562 3.496e-12 ***
## dow5 -2.6882e-03 3.7463e-04 -7.1757 7.193e-13 ***
## dow6 -2.8128e-03 3.8164e-04 -7.3704 1.701e-13 ***
## dow7 -1.3321e-03 6.8527e-04 -1.9439 0.0519130 .
## hour1:dow2 6.6430e-04 5.6664e-04 1.1723 0.2410570
## hour2:dow2 9.3669e-04 5.5289e-04 1.6942 0.0902298 .
## hour3:dow2 9.6662e-04 5.3288e-04 1.8139 0.0696861 .
## hour4:dow2 8.9971e-04 5.3700e-04 1.6754 0.0938466 .
## hour5:dow2 5.4031e-04 6.2752e-04 0.8610 0.3892199
## hour6:dow2 8.7452e-04 5.5659e-04 1.5712 0.1161333
## hour7:dow2 1.1553e-03 5.1689e-04 2.2351 0.0254102 *
## hour8:dow2 1.2153e-03 4.7585e-04 2.5539 0.0106528 *
## hour9:dow2 1.6429e-03 4.6101e-04 3.5638 0.0003656 ***
## hour10:dow2 1.7537e-03 4.4159e-04 3.9713 7.147e-05 ***
## hour11:dow2 1.7433e-03 4.3809e-04 3.9792 6.914e-05 ***
## hour12:dow2 1.4839e-03 4.3433e-04 3.4166 0.0006342 ***
## hour13:dow2 1.1545e-03 4.4125e-04 2.6163 0.0088878 **
## hour14:dow2 5.6006e-04 4.7032e-04 1.1908 0.2337231
## hour15:dow2 6.3531e-04 4.5962e-04 1.3822 0.1668994
## hour16:dow2 3.4839e-04 4.7171e-04 0.7386 0.4601711
## hour17:dow2 6.0586e-05 4.7091e-04 0.1287 0.8976300
## hour18:dow2 -7.9953e-05 4.6450e-04 -0.1721 0.8633385
## hour19:dow2 -1.4276e-04 4.7900e-04 -0.2980 0.7656690
## hour20:dow2 -1.6881e-04 4.9953e-04 -0.3379 0.7354062
## hour21:dow2 2.2899e-04 5.2040e-04 0.4400 0.6599112
## hour22:dow2 9.1095e-04 5.1381e-04 1.7729 0.0762404 .
## hour23:dow2 1.1159e-03 4.9877e-04 2.2372 0.0252709 *
## hour1:dow3 5.6485e-04 4.8993e-04 1.1529 0.2489480
## hour2:dow3 7.9425e-04 4.9095e-04 1.6178 0.1057058
## hour3:dow3 6.9092e-04 4.4117e-04 1.5661 0.1173294
## hour4:dow3 7.6815e-04 4.5374e-04 1.6929 0.0904730 .
## hour5:dow3 9.3538e-04 5.4925e-04 1.7030 0.0885645 .
## hour6:dow3 1.4183e-03 4.9437e-04 2.8688 0.0041197 **
## hour7:dow3 1.6178e-03 4.4185e-04 3.6615 0.0002508 ***
## hour8:dow3 1.6873e-03 4.3562e-04 3.8733 0.0001074 ***
## hour9:dow3 2.0721e-03 4.1513e-04 4.9915 5.992e-07 ***
## hour10:dow3 2.1497e-03 3.9429e-04 5.4521 4.979e-08 ***
## hour11:dow3 2.0981e-03 3.8877e-04 5.3967 6.786e-08 ***
## hour12:dow3 1.9912e-03 3.8630e-04 5.1546 2.542e-07 ***
## hour13:dow3 1.6794e-03 3.9706e-04 4.2296 2.341e-05 ***
## hour14:dow3 1.0338e-03 4.2734e-04 2.4191 0.0155587 *
## hour15:dow3 1.0332e-03 4.1798e-04 2.4720 0.0134378 *
## hour16:dow3 7.4151e-04 4.2854e-04 1.7303 0.0835707 .
## hour17:dow3 5.1391e-04 4.3008e-04 1.1949 0.2321184
## hour18:dow3 4.3684e-04 4.2267e-04 1.0335 0.3013586
## hour19:dow3 3.2608e-04 4.4246e-04 0.7370 0.4611417
## hour20:dow3 3.5662e-04 4.6372e-04 0.7690 0.4418739
## hour21:dow3 6.7548e-04 4.8243e-04 1.4002 0.1614637
## hour22:dow3 1.4290e-03 4.7992e-04 2.9776 0.0029054 **
## hour23:dow3 1.7285e-03 4.6830e-04 3.6911 0.0002233 ***
## hour1:dow4 5.7643e-04 4.9364e-04 1.1677 0.2429200
## hour2:dow4 7.6767e-04 4.7220e-04 1.6257 0.1040078
## hour3:dow4 7.2092e-04 4.3169e-04 1.6700 0.0949170 .
## hour4:dow4 8.9615e-04 4.5537e-04 1.9680 0.0490721 *
## hour5:dow4 7.0681e-04 5.6200e-04 1.2577 0.2085056
## hour6:dow4 1.0626e-03 4.7999e-04 2.2138 0.0268420 *
## hour7:dow4 1.4804e-03 4.2034e-04 3.5219 0.0004284 ***
## hour8:dow4 1.5093e-03 4.2136e-04 3.5820 0.0003409 ***
## hour9:dow4 2.0377e-03 4.0906e-04 4.9815 6.311e-07 ***
## hour10:dow4 2.1835e-03 3.9090e-04 5.5858 2.327e-08 ***
## hour11:dow4 2.1268e-03 3.8080e-04 5.5852 2.334e-08 ***
## hour12:dow4 1.9491e-03 3.7706e-04 5.1691 2.353e-07 ***
## hour13:dow4 1.6461e-03 3.8571e-04 4.2678 1.974e-05 ***
## hour14:dow4 1.1045e-03 4.2174e-04 2.6189 0.0088213 **
## hour15:dow4 1.0500e-03 4.1287e-04 2.5433 0.0109814 *
## hour16:dow4 6.6935e-04 4.2729e-04 1.5665 0.1172372
## hour17:dow4 4.7926e-04 4.3641e-04 1.0982 0.2721192
## hour18:dow4 3.4838e-04 4.2636e-04 0.8171 0.4138655
## hour19:dow4 3.4626e-04 4.4623e-04 0.7760 0.4377766
## hour20:dow4 2.9527e-04 4.6133e-04 0.6400 0.5221432
## hour21:dow4 7.8035e-04 4.9162e-04 1.5873 0.1124449
## hour22:dow4 1.4625e-03 4.9802e-04 2.9366 0.0033184 **
## hour23:dow4 1.6357e-03 4.4642e-04 3.6641 0.0002482 ***
## hour1:dow5 2.5750e-04 4.8311e-04 0.5330 0.5940318
## hour2:dow5 7.1133e-04 4.7146e-04 1.5088 0.1313540
## hour3:dow5 6.1636e-04 4.4833e-04 1.3748 0.1691908
## hour4:dow5 8.5776e-04 4.7955e-04 1.7887 0.0736697 .
## hour5:dow5 8.9978e-04 5.6213e-04 1.6007 0.1094537
## hour6:dow5 1.1141e-03 4.8130e-04 2.3148 0.0206246 *
## hour7:dow5 1.5195e-03 4.2770e-04 3.5527 0.0003813 ***
## hour8:dow5 1.5633e-03 4.3149e-04 3.6232 0.0002910 ***
## hour9:dow5 2.1071e-03 4.1646e-04 5.0595 4.203e-07 ***
## hour10:dow5 2.1813e-03 3.9215e-04 5.5624 2.661e-08 ***
## hour11:dow5 2.1543e-03 3.8873e-04 5.5417 2.995e-08 ***
## hour12:dow5 1.9338e-03 3.8574e-04 5.0133 5.350e-07 ***
## hour13:dow5 1.6608e-03 3.9554e-04 4.1988 2.684e-05 ***
## hour14:dow5 1.1064e-03 4.3982e-04 2.5156 0.0118833 *
## hour15:dow5 1.1016e-03 4.3565e-04 2.5286 0.0114503 *
## hour16:dow5 7.6087e-04 4.5072e-04 1.6881 0.0913896 .
## hour17:dow5 5.4603e-04 4.7330e-04 1.1537 0.2486415
## hour18:dow5 3.7627e-04 4.8263e-04 0.7796 0.4356171
## hour19:dow5 3.5321e-04 4.8960e-04 0.7214 0.4706500
## hour20:dow5 3.5014e-04 4.9947e-04 0.7010 0.4832886
## hour21:dow5 6.5985e-04 5.3202e-04 1.2403 0.2148716
## hour22:dow5 1.2045e-03 5.1027e-04 2.3605 0.0182523 *
## hour23:dow5 1.3007e-03 4.9862e-04 2.6086 0.0090901 **
## hour1:dow6 5.5360e-04 5.0348e-04 1.0995 0.2715358
## hour2:dow6 1.1089e-03 4.8172e-04 2.3019 0.0213404 *
## hour3:dow6 1.0938e-03 4.7603e-04 2.2977 0.0215789 *
## hour4:dow6 1.4965e-03 4.9944e-04 2.9965 0.0027313 **
## hour5:dow6 1.4317e-03 5.8253e-04 2.4576 0.0139851 *
## hour6:dow6 1.5624e-03 5.0510e-04 3.0931 0.0019805 **
## hour7:dow6 1.9054e-03 4.4807e-04 4.2526 2.113e-05 ***
## hour8:dow6 1.9492e-03 4.4549e-04 4.3753 1.212e-05 ***
## hour9:dow6 2.4230e-03 4.1948e-04 5.7761 7.646e-09 ***
## hour10:dow6 2.4968e-03 4.0300e-04 6.1956 5.806e-10 ***
## hour11:dow6 2.3985e-03 3.9897e-04 6.0116 1.837e-09 ***
## hour12:dow6 2.1434e-03 3.9328e-04 5.4501 5.035e-08 ***
## hour13:dow6 1.9888e-03 4.0365e-04 4.9270 8.352e-07 ***
## hour14:dow6 1.4074e-03 4.4056e-04 3.1945 0.0014005 **
## hour15:dow6 1.4508e-03 4.4088e-04 3.2907 0.0009993 ***
## hour16:dow6 1.1507e-03 4.5849e-04 2.5097 0.0120819 *
## hour17:dow6 1.0469e-03 5.0307e-04 2.0810 0.0374381 *
## hour18:dow6 1.6469e-03 9.2619e-04 1.7781 0.0753828 .
## hour19:dow6 6.3058e-03 5.4531e-03 1.1564 0.2475299
## hour20:dow6 7.2957e-03 6.4103e-03 1.1381 0.2550720
## hour21:dow6 1.3062e-03 5.7385e-04 2.2763 0.0228287 *
## hour22:dow6 2.0708e-03 6.3286e-04 3.2722 0.0010672 **
## hour23:dow6 3.6190e-03 1.1054e-03 3.2741 0.0010602 **
## hour1:dow7 3.9860e-04 8.5232e-04 0.4677 0.6400289
## hour2:dow7 5.8329e-04 7.8314e-04 0.7448 0.4563894
## hour3:dow7 6.4788e-04 7.9771e-04 0.8122 0.4166868
## hour4:dow7 6.3335e-04 8.2522e-04 0.7675 0.4427897
## hour5:dow7 4.3716e-04 9.2632e-04 0.4719 0.6369761
## hour6:dow7 7.7020e-04 8.1508e-04 0.9449 0.3446877
## hour7:dow7 9.8690e-04 7.4308e-04 1.3281 0.1841414
## hour8:dow7 1.0864e-03 7.3560e-04 1.4769 0.1397077
## hour9:dow7 1.4242e-03 7.1260e-04 1.9986 0.0456471 *
## hour10:dow7 1.3635e-03 6.9609e-04 1.9589 0.0501281 .
## hour11:dow7 1.5610e-03 6.9919e-04 2.2326 0.0255782 *
## hour12:dow7 1.3402e-03 6.9526e-04 1.9276 0.0539040 .
## hour13:dow7 1.5949e-03 7.0110e-04 2.2749 0.0229142 *
## hour14:dow7 1.4636e-03 7.2221e-04 2.0265 0.0427090 *
## hour15:dow7 1.7332e-03 7.3189e-04 2.3681 0.0178813 *
## hour16:dow7 1.4125e-03 7.3516e-04 1.9214 0.0546847 .
## hour17:dow7 1.2982e-03 7.4972e-04 1.7316 0.0833393 .
## hour18:dow7 1.2809e-03 7.6757e-04 1.6688 0.0951631 .
## hour19:dow7 1.4941e-03 7.5903e-04 1.9684 0.0490215 *
## hour20:dow7 1.4481e-03 7.6666e-04 1.8888 0.0589148 .
## hour21:dow7 1.8934e-03 8.2175e-04 2.3041 0.0212187 *
## hour22:dow7 3.0548e-03 7.9896e-04 3.8235 0.0001316 ***
## hour23:dow7 2.7938e-03 7.9742e-04 3.5035 0.0004591 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Call:
## glm(formula = form, data = df)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -0.0066516 -0.0001424 0.0000236 0.0002831 0.0033162
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 1.684e-04 1.341e-04 1.256 0.21023
## lin1 2.766e-06 1.594e-06 1.735 0.08377 .
## lin2 3.289e-06 1.267e-06 2.596 0.00989 **
## postchange -3.712e-04 1.820e-04 -2.039 0.04232 *
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for gaussian family taken to be 6.456174e-07)
##
## Null deviance: 0.00020733 on 313 degrees of freedom
## Residual deviance: 0.00020014 on 310 degrees of freedom
## AIC: -3578.4
##
## Number of Fisher Scoring iterations: 2
##
##
## z test of coefficients:
##
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) 1.6843e-04 3.8312e-05 4.3961 1.102e-05 ***
## lin1 2.7656e-06 1.0183e-06 2.7158 0.006611 **
## lin2 3.2887e-06 1.0881e-06 3.0224 0.002508 **
## postchange -3.7115e-04 1.5103e-04 -2.4575 0.013990 *
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [1] "23 Regression for xbxcall model2 on 2016-10-11/purple/0-10%"
##
## Call:
## glm(formula = form, data = df)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -742.00 -70.62 -4.13 46.37 2260.00
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## hour0 1538.000 76.374 20.138 < 2e-16 ***
## hour1 1325.250 76.374 17.352 < 2e-16 ***
## hour2 1029.750 76.374 13.483 < 2e-16 ***
## hour3 801.000 76.374 10.488 < 2e-16 ***
## hour4 514.625 76.374 6.738 2.52e-11 ***
## hour5 319.625 76.374 4.185 3.07e-05 ***
## hour6 183.875 76.374 2.408 0.016215 *
## hour7 96.625 76.374 1.265 0.206070
## hour8 65.750 76.374 0.861 0.389475
## hour9 48.375 76.374 0.633 0.526601
## hour10 57.125 76.374 0.748 0.454634
## hour11 118.750 76.374 1.555 0.120255
## hour12 318.250 76.374 4.167 3.31e-05 ***
## hour13 730.250 76.374 9.561 < 2e-16 ***
## hour14 1206.429 81.648 14.776 < 2e-16 ***
## hour15 1439.286 81.648 17.628 < 2e-16 ***
## hour16 1566.750 76.374 20.514 < 2e-16 ***
## hour17 1573.250 76.374 20.599 < 2e-16 ***
## hour18 1617.000 76.374 21.172 < 2e-16 ***
## hour19 1657.250 76.374 21.699 < 2e-16 ***
## hour20 1697.500 76.374 22.226 < 2e-16 ***
## hour21 1673.000 76.374 21.905 < 2e-16 ***
## hour22 1644.000 76.374 21.526 < 2e-16 ***
## hour23 1518.500 76.374 19.882 < 2e-16 ***
## dow2 -147.875 108.009 -1.369 0.171234
## dow3 382.778 104.966 3.647 0.000277 ***
## dow4 435.625 108.009 4.033 5.86e-05 ***
## dow5 170.375 108.009 1.577 0.114973
## dow6 175.250 108.009 1.623 0.104958
## dow7 255.500 108.009 2.366 0.018167 *
## hour1:dow2 -104.750 152.748 -0.686 0.492996
## hour2:dow2 -163.375 152.748 -1.070 0.285035
## hour3:dow2 -166.375 152.748 -1.089 0.276287
## hour4:dow2 -57.000 152.748 -0.373 0.709095
## hour5:dow2 13.125 152.748 0.086 0.931540
## hour6:dow2 70.000 152.748 0.458 0.646844
## hour7:dow2 114.125 152.748 0.747 0.455128
## hour8:dow2 129.750 152.748 0.849 0.395813
## hour9:dow2 137.625 152.748 0.901 0.367779
## hour10:dow2 166.250 152.748 1.088 0.276648
## hour11:dow2 203.875 152.748 1.335 0.182232
## hour12:dow2 280.250 152.748 1.835 0.066803 .
## hour13:dow2 257.000 152.748 1.683 0.092739 .
## hour14:dow2 -19.054 155.452 -0.123 0.902470
## hour15:dow2 -4.161 155.452 -0.027 0.978652
## hour16:dow2 -6.250 152.748 -0.041 0.967369
## hour17:dow2 93.250 152.748 0.610 0.541663
## hour18:dow2 104.000 152.748 0.681 0.496097
## hour19:dow2 250.125 152.748 1.637 0.101797
## hour20:dow2 410.750 152.748 2.689 0.007268 **
## hour21:dow2 602.750 152.748 3.946 8.42e-05 ***
## hour22:dow2 655.625 152.748 4.292 1.92e-05 ***
## hour23:dow2 721.750 152.748 4.725 2.58e-06 ***
## hour1:dow3 -247.778 150.612 -1.645 0.100211
## hour2:dow3 -356.653 150.612 -2.368 0.018046 *
## hour3:dow3 -480.528 150.612 -3.191 0.001458 **
## hour4:dow3 -413.778 150.612 -2.747 0.006101 **
## hour5:dow3 -378.403 150.612 -2.512 0.012124 *
## hour6:dow3 -332.903 150.612 -2.210 0.027276 *
## hour7:dow3 -379.403 150.612 -2.519 0.011899 *
## hour8:dow3 -337.403 150.612 -2.240 0.025265 *
## hour9:dow3 -322.278 150.612 -2.140 0.032579 *
## hour10:dow3 -257.528 150.612 -1.710 0.087555 .
## hour11:dow3 -171.028 150.612 -1.136 0.256378
## hour12:dow3 -140.903 150.612 -0.936 0.349707
## hour13:dow3 -207.028 150.612 -1.375 0.169527
## hour14:dow3 -560.831 153.353 -3.657 0.000266 ***
## hour15:dow3 -571.688 153.353 -3.728 0.000202 ***
## hour16:dow3 -583.653 150.612 -3.875 0.000112 ***
## hour17:dow3 -515.528 150.612 -3.423 0.000641 ***
## hour18:dow3 -446.403 150.612 -2.964 0.003099 **
## hour19:dow3 -260.903 150.612 -1.732 0.083488 .
## hour20:dow3 -17.403 150.612 -0.116 0.908031
## hour21:dow3 158.347 150.612 1.051 0.293312
## hour22:dow3 151.472 150.612 1.006 0.314763
## hour23:dow3 289.722 150.612 1.924 0.054644 .
## hour1:dow4 -149.875 152.748 -0.981 0.326704
## hour2:dow4 -317.250 152.748 -2.077 0.038026 *
## hour3:dow4 -456.125 152.748 -2.986 0.002884 **
## hour4:dow4 -456.875 152.748 -2.991 0.002839 **
## hour5:dow4 -522.250 152.748 -3.419 0.000650 ***
## hour6:dow4 -497.125 152.748 -3.255 0.001168 **
## hour7:dow4 -464.250 152.748 -3.039 0.002424 **
## hour8:dow4 -452.000 152.748 -2.959 0.003148 **
## hour9:dow4 -434.125 152.748 -2.842 0.004560 **
## hour10:dow4 -402.875 152.748 -2.638 0.008463 **
## hour11:dow4 -350.500 152.748 -2.295 0.021932 *
## hour12:dow4 -282.125 152.748 -1.847 0.065002 .
## hour13:dow4 -358.500 152.748 -2.347 0.019092 *
## hour14:dow4 -696.679 155.452 -4.482 8.14e-06 ***
## hour15:dow4 -783.286 155.452 -5.039 5.43e-07 ***
## hour16:dow4 -756.375 152.748 -4.952 8.44e-07 ***
## hour17:dow4 -725.500 152.748 -4.750 2.29e-06 ***
## hour18:dow4 -694.750 152.748 -4.548 5.97e-06 ***
## hour19:dow4 -467.375 152.748 -3.060 0.002266 **
## hour20:dow4 -327.000 152.748 -2.141 0.032499 *
## hour21:dow4 -154.875 152.748 -1.014 0.310831
## hour22:dow4 37.375 152.748 0.245 0.806745
## hour23:dow4 39.750 152.748 0.260 0.794731
## hour1:dow5 -89.625 152.748 -0.587 0.557486
## hour2:dow5 -188.500 152.748 -1.234 0.217431
## hour3:dow5 -99.375 152.748 -0.651 0.515446
## hour4:dow5 -174.250 152.748 -1.141 0.254203
## hour5:dow5 -243.625 152.748 -1.595 0.110996
## hour6:dow5 -213.875 152.748 -1.400 0.161726
## hour7:dow5 -183.250 152.748 -1.200 0.230506
## hour8:dow5 -187.625 152.748 -1.228 0.219573
## hour9:dow5 -171.750 152.748 -1.124 0.261076
## hour10:dow5 -134.625 152.748 -0.881 0.378310
## hour11:dow5 -96.000 152.748 -0.628 0.529810
## hour12:dow5 -56.625 152.748 -0.371 0.710923
## hour13:dow5 -144.500 152.748 -0.946 0.344345
## hour14:dow5 -482.304 155.452 -3.103 0.001965 **
## hour15:dow5 -539.786 155.452 -3.472 0.000535 ***
## hour16:dow5 -548.125 152.748 -3.588 0.000347 ***
## hour17:dow5 -472.625 152.748 -3.094 0.002021 **
## hour18:dow5 -559.375 152.748 -3.662 0.000261 ***
## hour19:dow5 -304.750 152.748 -1.995 0.046264 *
## hour20:dow5 -116.875 152.748 -0.765 0.444339
## hour21:dow5 81.250 152.748 0.532 0.594883
## hour22:dow5 132.500 152.748 0.867 0.385880
## hour23:dow5 158.750 152.748 1.039 0.298885
## hour1:dow6 -63.875 152.748 -0.418 0.675899
## hour2:dow6 -139.875 152.748 -0.916 0.360003
## hour3:dow6 -228.625 152.748 -1.497 0.134731
## hour4:dow6 -69.500 152.748 -0.455 0.649197
## hour5:dow6 -163.250 152.748 -1.069 0.285404
## hour6:dow6 -188.625 152.748 -1.235 0.217127
## hour7:dow6 -161.250 152.748 -1.056 0.291344
## hour8:dow6 -178.286 155.452 -1.147 0.251665
## hour9:dow6 -156.768 155.452 -1.008 0.313441
## hour10:dow6 -115.518 155.452 -0.743 0.457566
## hour11:dow6 -71.286 155.452 -0.459 0.646629
## hour12:dow6 -9.375 152.748 -0.061 0.951071
## hour13:dow6 -44.750 152.748 -0.293 0.769601
## hour14:dow6 -348.054 155.452 -2.239 0.025346 *
## hour15:dow6 -403.911 155.452 -2.598 0.009487 **
## hour16:dow6 -391.250 152.748 -2.561 0.010550 *
## hour17:dow6 -273.250 152.748 -1.789 0.073893 .
## hour18:dow6 -174.500 152.748 -1.142 0.253522
## hour19:dow6 20.625 152.748 0.135 0.892615
## hour20:dow6 233.821 155.452 1.504 0.132817
## hour21:dow6 182.083 158.986 1.145 0.252328
## hour22:dow6 584.750 155.452 3.762 0.000177 ***
## hour23:dow6 528.000 152.748 3.457 0.000567 ***
## hour1:dow7 -30.625 152.748 -0.200 0.841130
## hour2:dow7 -33.375 152.748 -0.218 0.827081
## hour3:dow7 -67.500 152.748 -0.442 0.658641
## hour4:dow7 -91.750 152.748 -0.601 0.548183
## hour5:dow7 -203.375 152.748 -1.331 0.183306
## hour6:dow7 -248.250 152.748 -1.625 0.104386
## hour7:dow7 -241.375 152.748 -1.580 0.114330
## hour8:dow7 -255.500 152.748 -1.673 0.094658 .
## hour9:dow7 -256.750 152.748 -1.681 0.093057 .
## hour10:dow7 -252.375 152.748 -1.652 0.098758 .
## hour11:dow7 -192.500 152.748 -1.260 0.207835
## hour12:dow7 -136.500 152.748 -0.894 0.371707
## hour13:dow7 -49.250 152.748 -0.322 0.747188
## hour14:dow7 -64.071 158.110 -0.405 0.685380
## hour15:dow7 -171.643 158.110 -1.086 0.277884
## hour16:dow7 -25.250 152.748 -0.165 0.868733
## hour17:dow7 -3.000 152.748 -0.020 0.984334
## hour18:dow7 -2.500 152.748 -0.016 0.986945
## hour19:dow7 -80.500 152.748 -0.527 0.598287
## hour20:dow7 -124.250 152.748 -0.813 0.416139
## hour21:dow7 -101.000 152.748 -0.661 0.508603
## hour22:dow7 -140.250 152.748 -0.918 0.358717
## hour23:dow7 -123.875 152.748 -0.811 0.417546
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for gaussian family taken to be 46664.2)
##
## Null deviance: 2048778236 on 1333 degrees of freedom
## Residual deviance: 54363799 on 1165 degrees of freedom
## AIC: 18272
##
## Number of Fisher Scoring iterations: 2
##
##
## z test of coefficients:
##
## Estimate Std. Error z value Pr(>|z|)
## hour0 1538.0000 83.2113 18.4831 < 2.2e-16 ***
## hour1 1325.2500 57.0254 23.2396 < 2.2e-16 ***
## hour2 1029.7500 37.0685 27.7796 < 2.2e-16 ***
## hour3 801.0000 39.1360 20.4671 < 2.2e-16 ***
## hour4 514.6250 19.7880 26.0069 < 2.2e-16 ***
## hour5 319.6250 12.2794 26.0295 < 2.2e-16 ***
## hour6 183.8750 10.3129 17.8297 < 2.2e-16 ***
## hour7 96.6250 7.5919 12.7274 < 2.2e-16 ***
## hour8 65.7500 6.2020 10.6014 < 2.2e-16 ***
## hour9 48.3750 2.9654 16.3129 < 2.2e-16 ***
## hour10 57.1250 3.6785 15.5293 < 2.2e-16 ***
## hour11 118.7500 10.0322 11.8369 < 2.2e-16 ***
## hour12 318.2500 21.1715 15.0320 < 2.2e-16 ***
## hour13 730.2500 45.1236 16.1833 < 2.2e-16 ***
## hour14 1206.4286 65.7306 18.3541 < 2.2e-16 ***
## hour15 1439.2857 77.7618 18.5089 < 2.2e-16 ***
## hour16 1566.7500 62.7907 24.9519 < 2.2e-16 ***
## hour17 1573.2500 54.9530 28.6290 < 2.2e-16 ***
## hour18 1617.0000 65.7247 24.6026 < 2.2e-16 ***
## hour19 1657.2500 28.3191 58.5205 < 2.2e-16 ***
## hour20 1697.5000 46.8563 36.2278 < 2.2e-16 ***
## hour21 1673.0000 47.6265 35.1275 < 2.2e-16 ***
## hour22 1644.0000 58.0000 28.3448 < 2.2e-16 ***
## hour23 1518.5000 48.0774 31.5845 < 2.2e-16 ***
## dow2 -147.8750 101.6231 -1.4551 0.1456329
## dow3 382.7778 140.2731 2.7288 0.0063564 **
## dow4 435.6250 165.1691 2.6374 0.0083532 **
## dow5 170.3750 93.6499 1.8193 0.0688693 .
## dow6 175.2500 98.0344 1.7876 0.0738345 .
## dow7 255.5000 110.4900 2.3124 0.0207542 *
## hour1:dow2 -104.7500 135.4384 -0.7734 0.4392772
## hour2:dow2 -163.3750 119.1627 -1.3710 0.1703672
## hour3:dow2 -166.3750 112.6545 -1.4769 0.1397130
## hour4:dow2 -57.0000 105.6300 -0.5396 0.5894595
## hour5:dow2 13.1250 103.2209 0.1272 0.8988181
## hour6:dow2 70.0000 102.6464 0.6820 0.4952686
## hour7:dow2 114.1250 102.0566 1.1183 0.2634596
## hour8:dow2 129.7500 101.9058 1.2732 0.2029346
## hour9:dow2 137.6250 101.7004 1.3532 0.1759791
## hour10:dow2 166.2500 101.8845 1.6318 0.1027322
## hour11:dow2 203.8750 103.0394 1.9786 0.0478597 *
## hour12:dow2 280.2500 109.1479 2.5676 0.0102400 *
## hour13:dow2 257.0000 121.9470 2.1075 0.0350766 *
## hour14:dow2 -19.0536 124.7866 -0.1527 0.8786433
## hour15:dow2 -4.1607 139.0535 -0.0299 0.9761295
## hour16:dow2 -6.2500 140.4417 -0.0445 0.9645039
## hour17:dow2 93.2500 139.6838 0.6676 0.5044024
## hour18:dow2 104.0000 137.0213 0.7590 0.4478490
## hour19:dow2 250.1250 128.1715 1.9515 0.0509992 .
## hour20:dow2 410.7500 158.6735 2.5886 0.0096353 **
## hour21:dow2 602.7500 177.8937 3.3883 0.0007034 ***
## hour22:dow2 655.6250 177.3263 3.6973 0.0002179 ***
## hour23:dow2 721.7500 190.1747 3.7952 0.0001475 ***
## hour1:dow3 -247.7778 182.2683 -1.3594 0.1740160
## hour2:dow3 -356.6528 163.8317 -2.1769 0.0294845 *
## hour3:dow3 -480.5278 150.5746 -3.1913 0.0014164 **
## hour4:dow3 -413.7778 144.1263 -2.8709 0.0040926 **
## hour5:dow3 -378.4028 158.0812 -2.3937 0.0166783 *
## hour6:dow3 -332.9028 169.4023 -1.9652 0.0493956 *
## hour7:dow3 -379.4028 141.5071 -2.6812 0.0073368 **
## hour8:dow3 -337.4028 151.1879 -2.2317 0.0256363 *
## hour9:dow3 -322.2778 148.2943 -2.1732 0.0297630 *
## hour10:dow3 -257.5278 158.1992 -1.6279 0.1035525
## hour11:dow3 -171.0278 177.8622 -0.9616 0.3362632
## hour12:dow3 -140.9028 170.4844 -0.8265 0.4085291
## hour13:dow3 -207.0278 193.0332 -1.0725 0.2834964
## hour14:dow3 -560.8313 185.7307 -3.0196 0.0025311 **
## hour15:dow3 -571.6885 197.8748 -2.8891 0.0038629 **
## hour16:dow3 -583.6528 176.1259 -3.3138 0.0009202 ***
## hour17:dow3 -515.5278 174.4869 -2.9545 0.0031314 **
## hour18:dow3 -446.4028 194.3525 -2.2969 0.0216261 *
## hour19:dow3 -260.9028 201.9399 -1.2920 0.1963632
## hour20:dow3 -17.4028 221.7183 -0.0785 0.9374379
## hour21:dow3 158.3472 229.9336 0.6887 0.4910341
## hour22:dow3 151.4722 232.8697 0.6505 0.5153957
## hour23:dow3 289.7222 266.8507 1.0857 0.2776077
## hour1:dow4 -149.8750 241.9636 -0.6194 0.5356453
## hour2:dow4 -317.2500 185.3031 -1.7121 0.0868856 .
## hour3:dow4 -456.1250 176.0028 -2.5916 0.0095537 **
## hour4:dow4 -456.8750 167.6291 -2.7255 0.0064202 **
## hour5:dow4 -522.2500 165.9932 -3.1462 0.0016540 **
## hour6:dow4 -497.1250 165.6009 -3.0019 0.0026826 **
## hour7:dow4 -464.2500 165.5191 -2.8048 0.0050346 **
## hour8:dow4 -452.0000 165.3434 -2.7337 0.0062626 **
## hour9:dow4 -434.1250 165.2488 -2.6271 0.0086116 **
## hour10:dow4 -402.8750 165.2814 -2.4375 0.0147888 *
## hour11:dow4 -350.5000 166.0037 -2.1114 0.0347381 *
## hour12:dow4 -282.1250 169.4142 -1.6653 0.0958535 .
## hour13:dow4 -358.5000 173.8465 -2.0622 0.0391922 *
## hour14:dow4 -696.6786 182.0803 -3.8262 0.0001301 ***
## hour15:dow4 -783.2857 184.6670 -4.2416 2.219e-05 ***
## hour16:dow4 -756.3750 179.8803 -4.2049 2.612e-05 ***
## hour17:dow4 -725.5000 179.8919 -4.0330 5.507e-05 ***
## hour18:dow4 -694.7500 183.0081 -3.7963 0.0001469 ***
## hour19:dow4 -467.3750 172.1538 -2.7149 0.0066302 **
## hour20:dow4 -327.0000 174.3714 -1.8753 0.0607505 .
## hour21:dow4 -154.8750 188.4978 -0.8216 0.4112888
## hour22:dow4 37.3750 203.8632 0.1833 0.8545362
## hour23:dow4 39.7500 186.9180 0.2127 0.8315921
## hour1:dow5 -89.6250 114.7375 -0.7811 0.4347254
## hour2:dow5 -188.5000 102.2385 -1.8437 0.0652227 .
## hour3:dow5 -99.3750 209.7303 -0.4738 0.6356263
## hour4:dow5 -174.2500 124.4391 -1.4003 0.1614286
## hour5:dow5 -243.6250 95.2338 -2.5582 0.0105222 *
## hour6:dow5 -213.8750 94.3353 -2.2672 0.0233793 *
## hour7:dow5 -183.2500 94.1183 -1.9470 0.0515326 .
## hour8:dow5 -187.6250 93.9171 -1.9978 0.0457413 *
## hour9:dow5 -171.7500 93.7449 -1.8321 0.0669366 .
## hour10:dow5 -134.6250 93.8476 -1.4345 0.1514278
## hour11:dow5 -96.0000 94.6229 -1.0146 0.3103185
## hour12:dow5 -56.6250 97.7960 -0.5790 0.5625813
## hour13:dow5 -144.5000 106.7044 -1.3542 0.1756697
## hour14:dow5 -482.3036 117.0148 -4.1217 3.760e-05 ***
## hour15:dow5 -539.7857 126.4725 -4.2680 1.972e-05 ***
## hour16:dow5 -548.1250 118.6859 -4.6183 3.869e-06 ***
## hour17:dow5 -472.6250 110.6384 -4.2718 1.939e-05 ***
## hour18:dow5 -559.3750 147.8805 -3.7826 0.0001552 ***
## hour19:dow5 -304.7500 108.7968 -2.8011 0.0050930 **
## hour20:dow5 -116.8750 114.2400 -1.0231 0.3062769
## hour21:dow5 81.2500 112.7495 0.7206 0.4711408
## hour22:dow5 132.5000 127.7720 1.0370 0.2997343
## hour23:dow5 158.7500 122.7873 1.2929 0.1960506
## hour1:dow6 -63.8750 130.4543 -0.4896 0.6243922
## hour2:dow6 -139.8750 116.0407 -1.2054 0.2280504
## hour3:dow6 -228.6250 111.2076 -2.0558 0.0397980 *
## hour4:dow6 -69.5000 115.8121 -0.6001 0.5484329
## hour5:dow6 -163.2500 103.6142 -1.5756 0.1151279
## hour6:dow6 -188.6250 99.6971 -1.8920 0.0584935 .
## hour7:dow6 -161.2500 98.5433 -1.6363 0.1017693
## hour8:dow6 -178.2857 98.3389 -1.8130 0.0698361 .
## hour9:dow6 -156.7679 98.2314 -1.5959 0.1105103
## hour10:dow6 -115.5179 98.4215 -1.1737 0.2405129
## hour11:dow6 -71.2857 101.7312 -0.7007 0.4834740
## hour12:dow6 -9.3750 104.4354 -0.0898 0.9284712
## hour13:dow6 -44.7500 114.8707 -0.3896 0.6968557
## hour14:dow6 -348.0536 124.8566 -2.7876 0.0053096 **
## hour15:dow6 -403.9107 131.2244 -3.0780 0.0020838 **
## hour16:dow6 -391.2500 129.3100 -3.0257 0.0024808 **
## hour17:dow6 -273.2500 131.4428 -2.0789 0.0376310 *
## hour18:dow6 -174.5000 152.1158 -1.1472 0.2513187
## hour19:dow6 20.6250 143.1516 0.1441 0.8854388
## hour20:dow6 233.8214 172.0030 1.3594 0.1740188
## hour21:dow6 182.0833 145.4016 1.2523 0.2104682
## hour22:dow6 584.7500 400.9622 1.4584 0.1447395
## hour23:dow6 528.0000 278.2509 1.8976 0.0577530 .
## hour1:dow7 -30.6250 166.7073 -0.1837 0.8542448
## hour2:dow7 -33.3750 141.6945 -0.2355 0.8137881
## hour3:dow7 -67.5000 132.0467 -0.5112 0.6092232
## hour4:dow7 -91.7500 120.8409 -0.7593 0.4476955
## hour5:dow7 -203.3750 113.0170 -1.7995 0.0719382 .
## hour6:dow7 -248.2500 111.5026 -2.2264 0.0259870 *
## hour7:dow7 -241.3750 110.9337 -2.1758 0.0295665 *
## hour8:dow7 -255.5000 110.7349 -2.3073 0.0210374 *
## hour9:dow7 -256.7500 110.7163 -2.3190 0.0203956 *
## hour10:dow7 -252.3750 110.6649 -2.2805 0.0225761 *
## hour11:dow7 -192.5000 112.1408 -1.7166 0.0860537 .
## hour12:dow7 -136.5000 115.2953 -1.1839 0.2364462
## hour13:dow7 -49.2500 131.3677 -0.3749 0.7077335
## hour14:dow7 -64.0714 155.8091 -0.4112 0.6809131
## hour15:dow7 -171.6429 147.3472 -1.1649 0.2440648
## hour16:dow7 -25.2500 146.9332 -0.1718 0.8635580
## hour17:dow7 -3.0000 149.6265 -0.0200 0.9840035
## hour18:dow7 -2.5000 148.9473 -0.0168 0.9866086
## hour19:dow7 -80.5000 134.9322 -0.5966 0.5507772
## hour20:dow7 -124.2500 143.5308 -0.8657 0.3866724
## hour21:dow7 -101.0000 155.1333 -0.6511 0.5150122
## hour22:dow7 -140.2500 149.2949 -0.9394 0.3475174
## hour23:dow7 -123.8750 144.7977 -0.8555 0.3922722
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Call:
## glm(formula = form, data = df)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -619.24 -55.65 -9.92 43.17 1292.22
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 49.0884 26.0382 1.885 0.06029 .
## lin1 0.5636 0.2841 1.984 0.04811 *
## lin2 0.6416 0.2568 2.498 0.01298 *
## postchange -108.4196 36.0598 -3.007 0.00285 **
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for gaussian family taken to be 26527.06)
##
## Null deviance: 8845927 on 326 degrees of freedom
## Residual deviance: 8568240 on 323 degrees of freedom
## AIC: 4264.8
##
## Number of Fisher Scoring iterations: 2
##
##
## z test of coefficients:
##
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) 49.08840 17.02403 2.8835 0.0039331 **
## lin1 0.56361 0.27816 2.0262 0.0427400 *
## lin2 0.64158 0.21650 2.9635 0.0030417 **
## postchange -108.41959 29.07049 -3.7295 0.0001918 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [1] "24 Regression for xbxcall model2 on 2016-10-18/purple/10-30%"
##
## Call:
## glm(formula = form, data = df)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -1246.87 -77.56 -3.54 59.34 2297.43
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## hour0 1508.714 84.881 17.774 < 2e-16 ***
## hour1 1307.429 84.881 15.403 < 2e-16 ***
## hour2 1027.714 84.881 12.108 < 2e-16 ***
## hour3 810.429 84.881 9.548 < 2e-16 ***
## hour4 510.857 84.881 6.019 2.37e-09 ***
## hour5 317.571 84.881 3.741 0.000192 ***
## hour6 184.000 84.881 2.168 0.030385 *
## hour7 91.429 84.881 1.077 0.281647
## hour8 64.000 84.881 0.754 0.451007
## hour9 46.000 84.881 0.542 0.587969
## hour10 55.571 84.881 0.655 0.512795
## hour11 113.286 84.881 1.335 0.182260
## hour12 311.571 84.881 3.671 0.000253 ***
## hour13 711.286 84.881 8.380 < 2e-16 ***
## hour14 1196.000 91.682 13.045 < 2e-16 ***
## hour15 1417.833 91.682 15.465 < 2e-16 ***
## hour16 1373.875 79.399 17.303 < 2e-16 ***
## hour17 1580.750 79.399 19.909 < 2e-16 ***
## hour18 1605.625 79.399 20.222 < 2e-16 ***
## hour19 1642.250 79.399 20.684 < 2e-16 ***
## hour20 1670.250 79.399 21.036 < 2e-16 ***
## hour21 1630.125 79.399 20.531 < 2e-16 ***
## hour22 1616.625 79.399 20.361 < 2e-16 ***
## hour23 1507.000 79.399 18.980 < 2e-16 ***
## dow2 -121.089 116.228 -1.042 0.297714
## dow3 432.175 113.175 3.819 0.000141 ***
## dow4 448.036 116.228 3.855 0.000122 ***
## dow5 187.786 116.228 1.616 0.106443
## dow6 197.661 116.228 1.701 0.089286 .
## dow7 251.661 116.228 2.165 0.030577 *
## hour1:dow2 -113.714 164.372 -0.692 0.489196
## hour2:dow2 -185.625 164.372 -1.129 0.259008
## hour3:dow2 -194.339 164.372 -1.182 0.237326
## hour4:dow2 -71.393 164.372 -0.434 0.664125
## hour5:dow2 2.518 164.372 0.015 0.987781
## hour6:dow2 50.589 164.372 0.308 0.758310
## hour7:dow2 92.411 164.372 0.562 0.574086
## hour8:dow2 104.589 164.372 0.636 0.524710
## hour9:dow2 111.839 164.372 0.680 0.496386
## hour10:dow2 136.768 164.372 0.832 0.405546
## hour11:dow2 170.304 164.372 1.036 0.300380
## hour12:dow2 221.768 164.372 1.349 0.177545
## hour13:dow2 206.929 164.372 1.259 0.208321
## hour14:dow2 -48.161 167.985 -0.287 0.774396
## hour15:dow2 -46.744 167.985 -0.278 0.780860
## hour16:dow2 80.339 161.609 0.497 0.619199
## hour17:dow2 -12.411 161.609 -0.077 0.938800
## hour18:dow2 18.464 161.609 0.114 0.909057
## hour19:dow2 146.464 161.609 0.906 0.364974
## hour20:dow2 299.089 161.609 1.851 0.064471 .
## hour21:dow2 476.464 161.609 2.948 0.003261 **
## hour22:dow2 556.714 161.609 3.445 0.000592 ***
## hour23:dow2 594.464 161.609 3.678 0.000246 ***
## hour1:dow3 -254.853 162.227 -1.571 0.116467
## hour2:dow3 -380.014 162.227 -2.342 0.019327 *
## hour3:dow3 -517.978 162.227 -3.193 0.001447 **
## hour4:dow3 -440.532 162.227 -2.716 0.006717 **
## hour5:dow3 -405.121 162.227 -2.497 0.012656 *
## hour6:dow3 -371.050 162.227 -2.287 0.022365 *
## hour7:dow3 -420.728 162.227 -2.593 0.009623 **
## hour8:dow3 -384.300 162.227 -2.369 0.018007 *
## hour9:dow3 -370.925 162.227 -2.286 0.022410 *
## hour10:dow3 -311.746 162.227 -1.922 0.054896 .
## hour11:dow3 -222.085 162.227 -1.369 0.171275
## hour12:dow3 -206.496 162.227 -1.273 0.203318
## hour13:dow3 -279.460 162.227 -1.723 0.085222 .
## hour14:dow3 -602.800 165.887 -3.634 0.000292 ***
## hour15:dow3 -611.508 165.887 -3.686 0.000238 ***
## hour16:dow3 -449.550 159.427 -2.820 0.004889 **
## hour17:dow3 -563.050 159.427 -3.532 0.000429 ***
## hour18:dow3 -471.675 159.427 -2.959 0.003154 **
## hour19:dow3 -310.675 159.427 -1.949 0.051576 .
## hour20:dow3 -78.175 159.427 -0.490 0.623982
## hour21:dow3 93.825 159.427 0.589 0.556302
## hour22:dow3 96.075 159.427 0.603 0.546875
## hour23:dow3 229.075 159.427 1.437 0.151029
## hour1:dow4 -154.339 164.372 -0.939 0.347947
## hour2:dow4 -339.750 164.372 -2.067 0.038963 *
## hour3:dow4 -484.964 164.372 -2.950 0.003238 **
## hour4:dow4 -468.143 164.372 -2.848 0.004477 **
## hour5:dow4 -529.982 164.372 -3.224 0.001299 **
## hour6:dow4 -510.536 164.372 -3.106 0.001943 **
## hour7:dow4 -469.339 164.372 -2.855 0.004377 **
## hour8:dow4 -463.661 164.372 -2.821 0.004873 **
## hour9:dow4 -443.411 164.372 -2.698 0.007087 **
## hour10:dow4 -418.107 164.372 -2.544 0.011100 *
## hour11:dow4 -367.696 164.372 -2.237 0.025480 *
## hour12:dow4 -315.232 164.372 -1.918 0.055385 .
## hour13:dow4 -395.946 164.372 -2.409 0.016160 *
## hour14:dow4 -735.911 167.985 -4.381 1.29e-05 ***
## hour15:dow4 -818.244 167.985 -4.871 1.27e-06 ***
## hour16:dow4 -621.661 161.609 -3.847 0.000126 ***
## hour17:dow4 -785.911 161.609 -4.863 1.32e-06 ***
## hour18:dow4 -719.286 161.609 -4.451 9.39e-06 ***
## hour19:dow4 -511.536 161.609 -3.165 0.001590 **
## hour20:dow4 -356.786 161.609 -2.208 0.027463 *
## hour21:dow4 -168.286 161.609 -1.041 0.297950
## hour22:dow4 31.714 161.609 0.196 0.844456
## hour23:dow4 17.339 161.609 0.107 0.914576
## hour1:dow5 -62.714 164.372 -0.382 0.702874
## hour2:dow5 -198.250 164.372 -1.206 0.228025
## hour3:dow5 -112.339 164.372 -0.683 0.494463
## hour4:dow5 -182.018 164.372 -1.107 0.268373
## hour5:dow5 -238.982 164.372 -1.454 0.146245
## hour6:dow5 -217.536 164.372 -1.323 0.185954
## hour7:dow5 -193.464 164.372 -1.177 0.239443
## hour8:dow5 -201.286 164.372 -1.225 0.220987
## hour9:dow5 -186.036 164.372 -1.132 0.257956
## hour10:dow5 -155.857 164.372 -0.948 0.343228
## hour11:dow5 -123.071 164.372 -0.749 0.454169
## hour12:dow5 -95.357 164.372 -0.580 0.561940
## hour13:dow5 -183.446 164.372 -1.116 0.264637
## hour14:dow5 -508.911 167.985 -3.030 0.002505 **
## hour15:dow5 -558.369 167.985 -3.324 0.000916 ***
## hour16:dow5 -407.661 161.609 -2.523 0.011787 *
## hour17:dow5 -512.911 161.609 -3.174 0.001545 **
## hour18:dow5 -576.036 161.609 -3.564 0.000380 ***
## hour19:dow5 -340.161 161.609 -2.105 0.035523 *
## hour20:dow5 -160.911 161.609 -0.996 0.319616
## hour21:dow5 48.714 161.609 0.301 0.763139
## hour22:dow5 102.714 161.609 0.636 0.525182
## hour23:dow5 109.089 161.609 0.675 0.499799
## hour1:dow6 -77.839 164.372 -0.474 0.635906
## hour2:dow6 -116.250 164.372 -0.707 0.479562
## hour3:dow6 -227.964 164.372 -1.387 0.165748
## hour4:dow6 -92.018 164.372 -0.560 0.575715
## hour5:dow6 -179.857 164.372 -1.094 0.274093
## hour6:dow6 -213.786 164.372 -1.301 0.193649
## hour7:dow6 -180.839 164.372 -1.100 0.271483
## hour8:dow6 -197.089 167.089 -1.180 0.238425
## hour9:dow6 -182.804 167.089 -1.094 0.274163
## hour10:dow6 -146.661 167.089 -0.878 0.380268
## hour11:dow6 -129.089 167.089 -0.773 0.439931
## hour12:dow6 -79.482 164.372 -0.484 0.628797
## hour13:dow6 -117.071 164.372 -0.712 0.476464
## hour14:dow6 -402.286 167.985 -2.395 0.016791 *
## hour15:dow6 -426.744 167.985 -2.540 0.011205 *
## hour16:dow6 -260.411 161.609 -1.611 0.107377
## hour17:dow6 -350.911 161.609 -2.171 0.030109 *
## hour18:dow6 -248.786 161.609 -1.539 0.123976
## hour19:dow6 -72.161 161.609 -0.447 0.655310
## hour20:dow6 171.518 164.372 1.043 0.296948
## hour21:dow6 122.714 167.985 0.731 0.465229
## hour22:dow6 552.286 164.372 3.360 0.000805 ***
## hour23:dow6 489.214 161.609 3.027 0.002524 **
## hour1:dow7 -42.964 164.372 -0.261 0.793843
## hour2:dow7 -24.375 164.372 -0.148 0.882138
## hour3:dow7 -68.214 164.372 -0.415 0.678219
## hour4:dow7 -42.893 164.372 -0.261 0.794178
## hour5:dow7 -154.732 164.372 -0.941 0.346722
## hour6:dow7 -229.661 164.372 -1.397 0.162623
## hour7:dow7 -222.464 164.372 -1.353 0.176188
## hour8:dow7 -248.411 164.372 -1.511 0.130995
## hour9:dow7 -232.786 164.372 -1.416 0.156985
## hour10:dow7 -203.857 164.372 -1.240 0.215148
## hour11:dow7 -200.321 164.372 -1.219 0.223206
## hour12:dow7 -168.982 164.372 -1.028 0.304144
## hour13:dow7 -113.821 164.372 -0.692 0.488787
## hour14:dow7 -145.804 170.644 -0.854 0.393046
## hour15:dow7 -167.494 170.644 -0.982 0.326534
## hour16:dow7 117.339 161.609 0.726 0.467945
## hour17:dow7 -26.982 164.372 -0.164 0.869639
## hour18:dow7 -1.143 164.372 -0.007 0.994454
## hour19:dow7 -56.768 164.372 -0.345 0.729885
## hour20:dow7 -90.339 164.372 -0.550 0.582698
## hour21:dow7 -29.357 164.372 -0.179 0.858282
## hour22:dow7 -107.714 164.372 -0.655 0.512400
## hour23:dow7 -88.232 164.372 -0.537 0.591521
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for gaussian family taken to be 50433.62)
##
## Null deviance: 1942016654 on 1310 degrees of freedom
## Residual deviance: 57595191 on 1142 degrees of freedom
## AIC: 18061
##
## Number of Fisher Scoring iterations: 2
##
##
## z test of coefficients:
##
## Estimate Std. Error z value Pr(>|z|)
## hour0 1508.7143 89.1198 16.9291 < 2.2e-16 ***
## hour1 1307.4286 61.9821 21.0936 < 2.2e-16 ***
## hour2 1027.7143 42.3537 24.2651 < 2.2e-16 ***
## hour3 810.4286 43.4629 18.6464 < 2.2e-16 ***
## hour4 510.8571 22.2288 22.9818 < 2.2e-16 ***
## hour5 317.5714 13.8532 22.9240 < 2.2e-16 ***
## hour6 184.0000 11.8002 15.5929 < 2.2e-16 ***
## hour7 91.4286 6.3302 14.4431 < 2.2e-16 ***
## hour8 64.0000 6.8083 9.4003 < 2.2e-16 ***
## hour9 46.0000 2.0298 22.6619 < 2.2e-16 ***
## hour10 55.5714 3.8150 14.5664 < 2.2e-16 ***
## hour11 113.2857 9.6252 11.7697 < 2.2e-16 ***
## hour12 311.5714 22.9883 13.5535 < 2.2e-16 ***
## hour13 711.2857 46.8478 15.1829 < 2.2e-16 ***
## hour14 1196.0000 75.8293 15.7723 < 2.2e-16 ***
## hour15 1417.8333 87.3814 16.2258 < 2.2e-16 ***
## hour16 1373.8750 188.6290 7.2835 3.253e-13 ***
## hour17 1580.7500 55.3151 28.5772 < 2.2e-16 ***
## hour18 1605.6250 64.8295 24.7669 < 2.2e-16 ***
## hour19 1642.2500 29.4526 55.7590 < 2.2e-16 ***
## hour20 1670.2500 50.6695 32.9636 < 2.2e-16 ***
## hour21 1630.1250 43.0901 37.8306 < 2.2e-16 ***
## hour22 1616.6250 55.6444 29.0528 < 2.2e-16 ***
## hour23 1507.0000 49.0462 30.7262 < 2.2e-16 ***
## dow2 -121.0893 106.4004 -1.1381 0.2550985
## dow3 432.1746 139.9730 3.0876 0.0020181 **
## dow4 448.0357 173.8449 2.5772 0.0099600 **
## dow5 187.7857 99.2688 1.8917 0.0585324 .
## dow6 197.6607 102.7691 1.9233 0.0544363 .
## dow7 251.6607 115.6992 2.1751 0.0296205 *
## hour1:dow2 -113.7143 141.2067 -0.8053 0.4206443
## hour2:dow2 -185.6250 125.2657 -1.4818 0.1383803
## hour3:dow2 -194.3393 119.1273 -1.6314 0.1028149
## hour4:dow2 -71.3929 112.1286 -0.6367 0.5243171
## hour5:dow2 2.5179 108.8585 0.0231 0.9815469
## hour6:dow2 50.5893 107.6049 0.4701 0.6382554
## hour7:dow2 92.4107 106.7292 0.8658 0.3865762
## hour8:dow2 104.5893 106.7074 0.9802 0.3270120
## hour9:dow2 111.8393 106.4467 1.0507 0.2934147
## hour10:dow2 136.7679 106.7488 1.2812 0.2001193
## hour11:dow2 170.3036 107.9572 1.5775 0.1146783
## hour12:dow2 221.7679 117.9106 1.8808 0.0599972 .
## hour13:dow2 206.9286 130.9023 1.5808 0.1139269
## hour14:dow2 -48.1607 135.3229 -0.3559 0.7219194
## hour15:dow2 -46.7440 152.1521 -0.3072 0.7586765
## hour16:dow2 80.3393 222.4217 0.3612 0.7179481
## hour17:dow2 -12.4107 130.8078 -0.0949 0.9244121
## hour18:dow2 18.4643 136.0410 0.1357 0.8920380
## hour19:dow2 146.4643 127.3235 1.1503 0.2500072
## hour20:dow2 299.0893 149.0910 2.0061 0.0448471 *
## hour21:dow2 476.4643 141.1133 3.3765 0.0007342 ***
## hour22:dow2 556.7143 141.5330 3.9335 8.373e-05 ***
## hour23:dow2 594.4643 150.8110 3.9418 8.088e-05 ***
## hour1:dow3 -254.8532 185.1028 -1.3768 0.1685680
## hour2:dow3 -380.0139 167.7553 -2.2653 0.0234951 *
## hour3:dow3 -517.9782 153.3329 -3.3781 0.0007298 ***
## hour4:dow3 -440.5317 144.5609 -3.0474 0.0023085 **
## hour5:dow3 -405.1210 157.1832 -2.5774 0.0099552 **
## hour6:dow3 -371.0496 168.4977 -2.2021 0.0276579 *
## hour7:dow3 -420.7282 141.1006 -2.9818 0.0028660 **
## hour8:dow3 -384.2996 150.9183 -2.5464 0.0108838 *
## hour9:dow3 -370.9246 148.1004 -2.5045 0.0122608 *
## hour10:dow3 -311.7460 158.6531 -1.9650 0.0494195 *
## hour11:dow3 -222.0853 178.7851 -1.2422 0.2141659
## hour12:dow3 -206.4960 175.0608 -1.1796 0.2381722
## hour13:dow3 -279.4603 201.5336 -1.3867 0.1655428
## hour14:dow3 -602.7996 189.7490 -3.1768 0.0014890 **
## hour15:dow3 -611.5079 202.7518 -3.0160 0.0025610 **
## hour16:dow3 -449.5496 250.8555 -1.7921 0.0731224 .
## hour17:dow3 -563.0496 173.6622 -3.2422 0.0011861 **
## hour18:dow3 -471.6746 191.7659 -2.4596 0.0139077 *
## hour19:dow3 -310.6746 204.9890 -1.5156 0.1296287
## hour20:dow3 -78.1746 231.4538 -0.3378 0.7355481
## hour21:dow3 93.8254 242.6413 0.3867 0.6989905
## hour22:dow3 96.0754 240.6035 0.3993 0.6896647
## hour23:dow3 229.0754 272.3118 0.8412 0.4002220
## hour1:dow4 -154.3393 251.0595 -0.6148 0.5387187
## hour2:dow4 -339.7500 194.7299 -1.7447 0.0810329 .
## hour3:dow4 -484.9643 185.4278 -2.6154 0.0089128 **
## hour4:dow4 -468.1429 176.5279 -2.6519 0.0080029 **
## hour5:dow4 -529.9821 174.7578 -3.0327 0.0024240 **
## hour6:dow4 -510.5357 174.3401 -2.9284 0.0034072 **
## hour7:dow4 -469.3393 174.1247 -2.6954 0.0070300 **
## hour8:dow4 -463.6607 174.0315 -2.6642 0.0077164 **
## hour9:dow4 -443.4107 173.8942 -2.5499 0.0107757 *
## hour10:dow4 -418.1071 174.0419 -2.4023 0.0162907 *
## hour11:dow4 -367.6964 175.2612 -2.0980 0.0359060 *
## hour12:dow4 -315.2321 181.4896 -1.7369 0.0824021 .
## hour13:dow4 -395.9464 189.9811 -2.0841 0.0371478 *
## hour14:dow4 -735.9107 196.9954 -3.7357 0.0001872 ***
## hour15:dow4 -818.2440 200.8607 -4.0737 4.627e-05 ***
## hour16:dow4 -621.6607 262.4050 -2.3691 0.0178320 *
## hour17:dow4 -785.9107 192.1377 -4.0904 4.307e-05 ***
## hour18:dow4 -719.2857 194.2953 -3.7020 0.0002139 ***
## hour19:dow4 -511.5357 188.3563 -2.7158 0.0066118 **
## hour20:dow4 -356.7857 191.3224 -1.8648 0.0622039 .
## hour21:dow4 -168.2857 200.8294 -0.8380 0.4020569
## hour22:dow4 31.7143 215.8403 0.1469 0.8831841
## hour23:dow4 17.3393 198.4320 0.0874 0.9303683
## hour1:dow5 -62.7143 120.5951 -0.5200 0.6030356
## hour2:dow5 -198.2500 109.5117 -1.8103 0.0702480 .
## hour3:dow5 -112.3393 211.9131 -0.5301 0.5960290
## hour4:dow5 -182.0179 129.1340 -1.4095 0.1586793
## hour5:dow5 -238.9821 102.2858 -2.3364 0.0194696 *
## hour6:dow5 -217.5357 100.5205 -2.1641 0.0304572 *
## hour7:dow5 -193.4643 99.6382 -1.9417 0.0521772 .
## hour8:dow5 -201.2857 99.5650 -2.0217 0.0432124 *
## hour9:dow5 -186.0357 99.3324 -1.8729 0.0610878 .
## hour10:dow5 -155.8571 99.6906 -1.5634 0.1179564
## hour11:dow5 -123.0714 100.6681 -1.2225 0.2215009
## hour12:dow5 -95.3571 106.7126 -0.8936 0.3715422
## hour13:dow5 -183.4464 120.3125 -1.5247 0.1273217
## hour14:dow5 -508.9107 127.9304 -3.9780 6.949e-05 ***
## hour15:dow5 -558.3690 138.4355 -4.0334 5.497e-05 ***
## hour16:dow5 -407.6607 217.4368 -1.8748 0.0608138 .
## hour17:dow5 -512.9107 115.4739 -4.4418 8.921e-06 ***
## hour18:dow5 -576.0357 150.8779 -3.8179 0.0001346 ***
## hour19:dow5 -340.1607 117.1504 -2.9036 0.0036887 **
## hour20:dow5 -160.9107 129.4639 -1.2429 0.2139046
## hour21:dow5 48.7143 119.5732 0.4074 0.6837131
## hour22:dow5 102.7143 132.5254 0.7751 0.4383081
## hour23:dow5 109.0893 125.8381 0.8669 0.3859958
## hour1:dow6 -77.8393 134.9559 -0.5768 0.5640910
## hour2:dow6 -116.2500 130.2810 -0.8923 0.3722310
## hour3:dow6 -227.9643 123.3588 -1.8480 0.0646056 .
## hour4:dow6 -92.0179 119.7259 -0.7686 0.4421481
## hour5:dow6 -179.8571 108.8830 -1.6518 0.0985675 .
## hour6:dow6 -213.7857 104.3712 -2.0483 0.0405286 *
## hour7:dow6 -180.8393 103.1005 -1.7540 0.0794289 .
## hour8:dow6 -197.0893 103.1478 -1.9107 0.0560373 .
## hour9:dow6 -182.8036 102.9810 -1.7751 0.0758783 .
## hour10:dow6 -146.6607 103.6773 -1.4146 0.1571893
## hour11:dow6 -129.0893 104.9581 -1.2299 0.2187301
## hour12:dow6 -79.4821 110.7887 -0.7174 0.4731145
## hour13:dow6 -117.0714 122.2973 -0.9573 0.3384313
## hour14:dow6 -402.2857 133.1364 -3.0216 0.0025144 **
## hour15:dow6 -426.7440 139.6679 -3.0554 0.0022475 **
## hour16:dow6 -260.4107 220.3414 -1.1819 0.2372648
## hour17:dow6 -350.9107 127.5074 -2.7521 0.0059218 **
## hour18:dow6 -248.7857 146.7992 -1.6947 0.0901258 .
## hour19:dow6 -72.1607 152.7087 -0.4725 0.6365426
## hour20:dow6 171.5179 188.3188 0.9108 0.3624088
## hour21:dow6 122.7143 158.1094 0.7761 0.4376691
## hour22:dow6 552.2857 408.5774 1.3517 0.1764622
## hour23:dow6 489.2143 284.5828 1.7191 0.0856038 .
## hour1:dow7 -42.9643 168.4146 -0.2551 0.7986379
## hour2:dow7 -24.3750 147.7191 -0.1650 0.8689368
## hour3:dow7 -68.2143 138.5878 -0.4922 0.6225709
## hour4:dow7 -42.8929 136.3290 -0.3146 0.7530444
## hour5:dow7 -154.7321 127.3697 -1.2148 0.2244320
## hour6:dow7 -229.6607 118.4217 -1.9393 0.0524591 .
## hour7:dow7 -222.4643 116.3867 -1.9114 0.0559501 .
## hour8:dow7 -248.4107 115.9961 -2.1415 0.0322302 *
## hour9:dow7 -232.7857 116.9015 -1.9913 0.0464482 *
## hour10:dow7 -203.8571 123.8514 -1.6460 0.0997674 .
## hour11:dow7 -200.3214 117.4273 -1.7059 0.0880233 .
## hour12:dow7 -168.9821 123.1028 -1.3727 0.1698482
## hour13:dow7 -113.8214 143.7515 -0.7918 0.4284814
## hour14:dow7 -145.8036 161.3026 -0.9039 0.3660412
## hour15:dow7 -167.4940 156.4955 -1.0703 0.2844930
## hour16:dow7 117.3393 233.5608 0.5024 0.6153912
## hour17:dow7 -26.9821 158.9986 -0.1697 0.8652457
## hour18:dow7 -1.1429 157.3074 -0.0073 0.9942033
## hour19:dow7 -56.7679 145.0073 -0.3915 0.6954405
## hour20:dow7 -90.3393 155.1083 -0.5824 0.5602790
## hour21:dow7 -29.3571 164.2739 -0.1787 0.8581666
## hour22:dow7 -107.7143 158.9835 -0.6775 0.4980769
## hour23:dow7 -88.2321 153.9260 -0.5732 0.5665016
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Call:
## glm(formula = form, data = df)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -529.20 -64.38 -19.95 43.62 719.55
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 80.1514 20.0565 3.996 7.94e-05 ***
## lin1 0.8044 0.2059 3.907 0.000113 ***
## lin2 0.4773 0.2077 2.298 0.022202 *
## postchange -100.9104 28.2799 -3.568 0.000412 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for gaussian family taken to be 16744.69)
##
## Null deviance: 5890284 on 334 degrees of freedom
## Residual deviance: 5542494 on 331 degrees of freedom
## AIC: 4214.8
##
## Number of Fisher Scoring iterations: 2
##
##
## z test of coefficients:
##
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) 80.15142 20.39446 3.9301 8.493e-05 ***
## lin1 0.80439 0.22647 3.5519 0.0003825 ***
## lin2 0.47726 0.14538 3.2829 0.0010275 **
## postchange -100.91043 25.08150 -4.0233 5.739e-05 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [1] "25 Regression for xbxcall model2 on 2016-11-01/purple/30-50%"
##
## Call:
## glm(formula = form, data = df)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -1206.62 -97.00 -5.94 89.34 1186.00
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## hour0 1586.8571 77.4663 20.484 < 2e-16 ***
## hour1 1398.0000 77.4663 18.047 < 2e-16 ***
## hour2 1134.5714 77.4663 14.646 < 2e-16 ***
## hour3 887.0000 77.4663 11.450 < 2e-16 ***
## hour4 615.4286 77.4663 7.944 4.65e-15 ***
## hour5 384.2857 77.4663 4.961 8.09e-07 ***
## hour6 221.1429 77.4663 2.855 0.004386 **
## hour7 119.2857 77.4663 1.540 0.123876
## hour8 76.1429 77.4663 0.983 0.325857
## hour9 55.4286 77.4663 0.716 0.474435
## hour10 55.4286 77.4663 0.716 0.474435
## hour11 96.8571 77.4663 1.250 0.211441
## hour12 263.0000 77.4663 3.395 0.000710 ***
## hour13 593.4286 77.4663 7.660 3.94e-14 ***
## hour14 1052.1667 83.6732 12.575 < 2e-16 ***
## hour15 1349.6667 83.6732 16.130 < 2e-16 ***
## hour16 1333.6250 72.4631 18.404 < 2e-16 ***
## hour17 1590.1250 72.4631 21.944 < 2e-16 ***
## hour18 1600.6250 72.4631 22.089 < 2e-16 ***
## hour19 1680.8750 72.4631 23.196 < 2e-16 ***
## hour20 1709.2500 72.4631 23.588 < 2e-16 ***
## hour21 1685.0000 72.4631 23.253 < 2e-16 ***
## hour22 1717.0000 72.4631 23.695 < 2e-16 ***
## hour23 1529.8750 72.4631 21.112 < 2e-16 ***
## dow2 -133.7321 106.0751 -1.261 0.207663
## dow3 311.4762 103.2884 3.016 0.002621 **
## dow4 215.6429 106.0751 2.033 0.042291 *
## dow5 68.7679 106.0751 0.648 0.516925
## dow6 31.6429 106.0751 0.298 0.765524
## dow7 235.2679 106.0751 2.218 0.026755 *
## hour1:dow2 -112.7679 150.0128 -0.752 0.452374
## hour2:dow2 -168.5893 150.0128 -1.124 0.261320
## hour3:dow2 -160.5179 150.0128 -1.070 0.284833
## hour4:dow2 -61.9464 150.0128 -0.413 0.679727
## hour5:dow2 -1.0536 150.0128 -0.007 0.994398
## hour6:dow2 43.8393 150.0128 0.292 0.770159
## hour7:dow2 88.9464 150.0128 0.593 0.553348
## hour8:dow2 108.2143 150.0128 0.721 0.470831
## hour9:dow2 118.3036 150.0128 0.789 0.430496
## hour10:dow2 140.1786 150.0128 0.934 0.350273
## hour11:dow2 172.2500 150.0128 1.148 0.251112
## hour12:dow2 196.7321 150.0128 1.311 0.189974
## hour13:dow2 227.3036 150.0128 1.515 0.129992
## hour14:dow2 68.4405 153.3102 0.446 0.655380
## hour15:dow2 -2.5595 153.3102 -0.017 0.986683
## hour16:dow2 112.9821 147.4914 0.766 0.443820
## hour17:dow2 5.4821 147.4914 0.037 0.970357
## hour18:dow2 31.3571 147.4914 0.213 0.831674
## hour19:dow2 75.7321 147.4914 0.513 0.607723
## hour20:dow2 203.7321 147.4914 1.381 0.167452
## hour21:dow2 420.2321 147.4914 2.849 0.004462 **
## hour22:dow2 473.8571 147.4914 3.213 0.001351 **
## hour23:dow2 604.8571 147.4914 4.101 4.41e-05 ***
## hour1:dow3 -211.1012 148.0555 -1.426 0.154192
## hour2:dow3 -333.9226 148.0555 -2.255 0.024298 *
## hour3:dow3 -442.7262 148.0555 -2.990 0.002847 **
## hour4:dow3 -405.5298 148.0555 -2.739 0.006258 **
## hour5:dow3 -313.1369 148.0555 -2.115 0.034646 *
## hour6:dow3 -275.1190 148.0555 -1.858 0.063395 .
## hour7:dow3 -319.6369 148.0555 -2.159 0.031066 *
## hour8:dow3 -273.9940 148.0555 -1.851 0.064483 .
## hour9:dow3 -271.2798 148.0555 -1.832 0.067169 .
## hour10:dow3 -219.0298 148.0555 -1.479 0.139315
## hour11:dow3 -225.0833 148.0555 -1.520 0.128722
## hour12:dow3 -204.8512 148.0555 -1.384 0.166748
## hour13:dow3 -251.5298 148.0555 -1.699 0.089612 .
## hour14:dow3 -502.0179 151.3955 -3.316 0.000942 ***
## hour15:dow3 -596.6429 151.3955 -3.941 8.61e-05 ***
## hour16:dow3 -429.1012 145.5001 -2.949 0.003251 **
## hour17:dow3 -591.8512 145.5001 -4.068 5.07e-05 ***
## hour18:dow3 -490.9762 145.5001 -3.374 0.000765 ***
## hour19:dow3 -434.1012 145.5001 -2.984 0.002910 **
## hour20:dow3 -267.9762 145.5001 -1.842 0.065770 .
## hour21:dow3 -75.2262 145.5001 -0.517 0.605244
## hour22:dow3 -114.6012 145.5001 -0.788 0.431073
## hour23:dow3 74.1488 145.5001 0.510 0.610421
## hour1:dow4 -35.0179 150.0128 -0.233 0.815467
## hour2:dow4 -227.8393 150.0128 -1.519 0.129090
## hour3:dow4 -298.8929 150.0128 -1.992 0.046560 *
## hour4:dow4 -282.5714 150.0128 -1.884 0.059866 .
## hour5:dow4 -304.3036 150.0128 -2.029 0.042739 *
## hour6:dow4 -283.2857 150.0128 -1.888 0.059224 .
## hour7:dow4 -259.1786 150.0128 -1.728 0.084311 .
## hour8:dow4 -244.4107 150.0128 -1.629 0.103533
## hour9:dow4 -220.1964 150.0128 -1.468 0.142420
## hour10:dow4 -199.8214 150.0128 -1.332 0.183116
## hour11:dow4 -160.1250 150.0128 -1.067 0.286013
## hour12:dow4 -116.6429 150.0128 -0.778 0.436994
## hour13:dow4 -158.5714 150.0128 -1.057 0.290711
## hour14:dow4 -415.1845 153.3102 -2.708 0.006867 **
## hour15:dow4 -559.3095 153.3102 -3.648 0.000276 ***
## hour16:dow4 -382.8929 147.4914 -2.596 0.009552 **
## hour17:dow4 -564.5179 147.4914 -3.827 0.000136 ***
## hour18:dow4 -504.5179 147.4914 -3.421 0.000647 ***
## hour19:dow4 -366.6429 147.4914 -2.486 0.013066 *
## hour20:dow4 -237.2679 147.4914 -1.609 0.107961
## hour21:dow4 -114.2679 147.4914 -0.775 0.438652
## hour22:dow4 2.9821 147.4914 0.020 0.983872
## hour23:dow4 110.7321 147.4914 0.751 0.452946
## hour1:dow5 2.3571 150.0128 0.016 0.987466
## hour2:dow5 -118.5893 150.0128 -0.791 0.429384
## hour3:dow5 11.2321 150.0128 0.075 0.940328
## hour4:dow5 -79.4464 150.0128 -0.530 0.596494
## hour5:dow5 -105.9286 150.0128 -0.706 0.480251
## hour6:dow5 -84.2857 150.0128 -0.562 0.574324
## hour7:dow5 -83.9286 150.0128 -0.559 0.575947
## hour8:dow5 -88.1607 150.0128 -0.588 0.556858
## hour9:dow5 -72.6964 150.0128 -0.485 0.628052
## hour10:dow5 -44.5714 150.0128 -0.297 0.766431
## hour11:dow5 -19.2500 150.0128 -0.128 0.897916
## hour12:dow5 12.6071 150.0128 0.084 0.933039
## hour13:dow5 -63.8214 150.0128 -0.425 0.670596
## hour14:dow5 -320.5595 153.3102 -2.091 0.036756 *
## hour15:dow5 -433.3095 153.3102 -2.826 0.004790 **
## hour16:dow5 -277.5179 147.4914 -1.882 0.060146 .
## hour17:dow5 -457.1429 147.4914 -3.099 0.001986 **
## hour18:dow5 -540.7679 147.4914 -3.666 0.000257 ***
## hour19:dow5 -388.5179 147.4914 -2.634 0.008548 **
## hour20:dow5 -224.6429 147.4914 -1.523 0.128013
## hour21:dow5 -74.3929 147.4914 -0.504 0.614086
## hour22:dow5 -31.1429 147.4914 -0.211 0.832808
## hour23:dow5 52.9821 147.4914 0.359 0.719496
## hour1:dow6 -21.7679 150.0128 -0.145 0.884652
## hour2:dow6 -35.9643 150.0128 -0.240 0.810574
## hour3:dow6 -82.8929 150.0128 -0.553 0.580665
## hour4:dow6 46.0536 150.0128 0.307 0.758901
## hour5:dow6 -23.3036 150.0128 -0.155 0.876578
## hour6:dow6 -41.5357 150.0128 -0.277 0.781922
## hour7:dow6 -22.1786 150.0128 -0.148 0.882492
## hour8:dow6 -28.0714 152.4926 -0.184 0.853980
## hour9:dow6 -26.5000 152.4926 -0.174 0.862070
## hour10:dow6 6.0714 152.4926 0.040 0.968248
## hour11:dow6 21.2143 152.4926 0.139 0.889382
## hour12:dow6 86.1071 150.0128 0.574 0.566082
## hour13:dow6 85.0536 150.0128 0.567 0.570842
## hour14:dow6 -106.5595 153.3102 -0.695 0.487160
## hour15:dow6 -178.8095 153.3102 -1.166 0.243727
## hour16:dow6 -14.7679 147.4914 -0.100 0.920261
## hour17:dow6 -118.5179 147.4914 -0.804 0.421820
## hour18:dow6 -2.3929 147.4914 -0.016 0.987059
## hour19:dow6 116.3571 147.4914 0.789 0.430330
## hour20:dow6 327.5357 150.0128 2.183 0.029211 *
## hour21:dow6 250.3571 153.3102 1.633 0.102743
## hour22:dow6 286.5000 150.0128 1.910 0.056405 .
## hour23:dow6 435.9821 147.4914 2.956 0.003181 **
## hour1:dow7 40.6071 150.0128 0.271 0.786678
## hour2:dow7 38.4107 150.0128 0.256 0.797959
## hour3:dow7 30.3571 150.0128 0.202 0.839668
## hour4:dow7 -0.8214 150.0128 -0.005 0.995632
## hour5:dow7 -99.0536 150.0128 -0.660 0.509194
## hour6:dow7 -189.6607 150.0128 -1.264 0.206382
## hour7:dow7 -202.0536 150.0128 -1.347 0.178277
## hour8:dow7 -234.1607 150.0128 -1.561 0.118815
## hour9:dow7 -222.0714 150.0128 -1.480 0.139056
## hour10:dow7 -190.3214 150.0128 -1.269 0.204806
## hour11:dow7 -199.6250 150.0128 -1.331 0.183547
## hour12:dow7 -161.3929 150.0128 -1.076 0.282217
## hour13:dow7 -126.1964 150.0128 -0.841 0.400391
## hour14:dow7 -134.2917 155.7374 -0.862 0.388706
## hour15:dow7 -142.2202 155.7374 -0.913 0.361327
## hour16:dow7 122.1071 147.4914 0.828 0.407904
## hour17:dow7 -71.5357 150.0128 -0.477 0.633550
## hour18:dow7 -25.8929 150.0128 -0.173 0.862993
## hour19:dow7 -83.4286 150.0128 -0.556 0.578222
## hour20:dow7 -123.2321 150.0128 -0.821 0.411546
## hour21:dow7 -48.5536 150.0128 -0.324 0.746253
## hour22:dow7 -126.2679 150.0128 -0.842 0.400124
## hour23:dow7 -59.8571 150.0128 -0.399 0.689958
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for gaussian family taken to be 42007.19)
##
## Null deviance: 1832169747 on 1310 degrees of freedom
## Residual deviance: 47972207 on 1142 degrees of freedom
## AIC: 17822
##
## Number of Fisher Scoring iterations: 2
##
##
## z test of coefficients:
##
## Estimate Std. Error z value Pr(>|z|)
## hour0 1586.85714 89.64542 17.7015 < 2.2e-16 ***
## hour1 1398.00000 84.72976 16.4995 < 2.2e-16 ***
## hour2 1134.57143 98.38610 11.5318 < 2.2e-16 ***
## hour3 887.00000 66.21513 13.3957 < 2.2e-16 ***
## hour4 615.42857 68.63135 8.9672 < 2.2e-16 ***
## hour5 384.28571 53.07153 7.2409 4.457e-13 ***
## hour6 221.14286 35.06740 6.3062 2.859e-10 ***
## hour7 119.28571 23.10898 5.1619 2.445e-07 ***
## hour8 76.14286 12.05037 6.3187 2.637e-10 ***
## hour9 55.42857 7.32142 7.5707 3.711e-14 ***
## hour10 55.42857 3.95367 14.0195 < 2.2e-16 ***
## hour11 96.85714 12.56023 7.7114 1.244e-14 ***
## hour12 263.00000 30.52509 8.6159 < 2.2e-16 ***
## hour13 593.42857 70.18189 8.4556 < 2.2e-16 ***
## hour14 1052.16667 109.33231 9.6236 < 2.2e-16 ***
## hour15 1349.66667 106.44810 12.6791 < 2.2e-16 ***
## hour16 1333.62500 184.55555 7.2261 4.969e-13 ***
## hour17 1590.12500 63.85271 24.9030 < 2.2e-16 ***
## hour18 1600.62500 72.15843 22.1821 < 2.2e-16 ***
## hour19 1680.87500 53.18300 31.6055 < 2.2e-16 ***
## hour20 1709.25000 80.64337 21.1952 < 2.2e-16 ***
## hour21 1685.00000 65.51817 25.7181 < 2.2e-16 ***
## hour22 1717.00000 81.23690 21.1357 < 2.2e-16 ***
## hour23 1529.87500 55.06399 27.7836 < 2.2e-16 ***
## dow2 -133.73214 106.95512 -1.2504 0.2111690
## dow3 311.47619 116.89612 2.6646 0.0077090 **
## dow4 215.64286 119.08195 1.8109 0.0701598 .
## dow5 68.76786 92.71393 0.7417 0.4582565
## dow6 31.64286 146.45023 0.2161 0.8289366
## dow7 235.26786 137.66081 1.7090 0.0874435 .
## hour1:dow2 -112.76786 157.69439 -0.7151 0.4745449
## hour2:dow2 -168.58929 165.66843 -1.0176 0.3088535
## hour3:dow2 -160.51786 149.89594 -1.0709 0.2842315
## hour4:dow2 -61.94643 148.39544 -0.4174 0.6763554
## hour5:dow2 -1.05357 123.78037 -0.0085 0.9932088
## hour6:dow2 43.83929 113.63466 0.3858 0.6996511
## hour7:dow2 88.94643 109.91899 0.8092 0.4184002
## hour8:dow2 108.21429 107.69607 1.0048 0.3149875
## hour9:dow2 118.30357 107.23718 1.1032 0.2699423
## hour10:dow2 140.17857 107.36683 1.3056 0.1916872
## hour11:dow2 172.25000 109.05981 1.5794 0.1142424
## hour12:dow2 196.73214 117.91130 1.6685 0.0952213 .
## hour13:dow2 227.30357 141.60368 1.6052 0.1084477
## hour14:dow2 68.44048 157.20211 0.4354 0.6632967
## hour15:dow2 -2.55952 164.60914 -0.0155 0.9875941
## hour16:dow2 112.98214 219.78870 0.5140 0.6072178
## hour17:dow2 5.48214 138.06240 0.0397 0.9683261
## hour18:dow2 31.35714 139.81707 0.2243 0.8225452
## hour19:dow2 75.73214 130.57531 0.5800 0.5619225
## hour20:dow2 203.73214 153.40845 1.3280 0.1841658
## hour21:dow2 420.23214 147.84703 2.8423 0.0044783 **
## hour22:dow2 473.85714 159.45978 2.9716 0.0029621 **
## hour23:dow2 604.85714 164.46723 3.6777 0.0002354 ***
## hour1:dow3 -211.10119 164.82173 -1.2808 0.2002692
## hour2:dow3 -333.92262 170.86446 -1.9543 0.0506642 .
## hour3:dow3 -442.72619 143.56380 -3.0838 0.0020436 **
## hour4:dow3 -405.52976 139.26785 -2.9119 0.0035927 **
## hour5:dow3 -313.13690 145.70150 -2.1492 0.0316211 *
## hour6:dow3 -275.11905 152.69498 -1.8018 0.0715839 .
## hour7:dow3 -319.63690 120.26211 -2.6578 0.0078644 **
## hour8:dow3 -273.99405 130.08729 -2.1062 0.0351842 *
## hour9:dow3 -271.27976 127.00477 -2.1360 0.0326810 *
## hour10:dow3 -219.02976 140.47805 -1.5592 0.1189551
## hour11:dow3 -225.08333 125.16548 -1.7983 0.0721317 .
## hour12:dow3 -204.85119 131.14765 -1.5620 0.1182906
## hour13:dow3 -251.52976 148.28827 -1.6962 0.0898439 .
## hour14:dow3 -502.01786 164.03899 -3.0604 0.0022107 **
## hour15:dow3 -596.64286 162.26375 -3.6770 0.0002360 ***
## hour16:dow3 -429.10119 222.85139 -1.9255 0.0541664 .
## hour17:dow3 -591.85119 137.25107 -4.3122 1.617e-05 ***
## hour18:dow3 -490.97619 146.44843 -3.3526 0.0008007 ***
## hour19:dow3 -434.10119 140.77320 -3.0837 0.0020445 **
## hour20:dow3 -267.97619 157.90755 -1.6970 0.0896882 .
## hour21:dow3 -75.22619 151.38255 -0.4969 0.6192400
## hour22:dow3 -114.60119 157.68161 -0.7268 0.4673555
## hour23:dow3 74.14881 139.41849 0.5318 0.5948344
## hour1:dow4 -35.01786 216.37840 -0.1618 0.8714348
## hour2:dow4 -227.83929 166.45158 -1.3688 0.1710611
## hour3:dow4 -298.89286 149.71294 -1.9964 0.0458861 *
## hour4:dow4 -282.57143 149.58160 -1.8891 0.0588813 .
## hour5:dow4 -304.30357 140.22104 -2.1702 0.0299939 *
## hour6:dow4 -283.28571 126.29410 -2.2431 0.0248927 *
## hour7:dow4 -259.17857 121.78051 -2.1282 0.0333169 *
## hour8:dow4 -244.41071 119.74160 -2.0412 0.0412358 *
## hour9:dow4 -220.19643 119.35839 -1.8448 0.0650617 .
## hour10:dow4 -199.82143 119.40944 -1.6734 0.0942458 .
## hour11:dow4 -160.12500 121.51055 -1.3178 0.1875750
## hour12:dow4 -116.64286 132.95116 -0.8773 0.3803041
## hour13:dow4 -158.57143 151.98305 -1.0433 0.2967865
## hour14:dow4 -415.18452 166.54420 -2.4929 0.0126691 *
## hour15:dow4 -559.30952 167.34862 -3.3422 0.0008312 ***
## hour16:dow4 -382.89286 227.88620 -1.6802 0.0929197 .
## hour17:dow4 -564.51786 148.71441 -3.7960 0.0001471 ***
## hour18:dow4 -504.51786 156.11466 -3.2317 0.0012305 **
## hour19:dow4 -366.64286 149.20794 -2.4573 0.0140001 *
## hour20:dow4 -237.26786 158.87983 -1.4934 0.1353379
## hour21:dow4 -114.26786 146.86038 -0.7781 0.4365269
## hour22:dow4 2.98214 170.27594 0.0175 0.9860269
## hour23:dow4 110.73214 143.68151 0.7707 0.4408980
## hour1:dow5 2.35714 129.30455 0.0182 0.9854559
## hour2:dow5 -118.58929 144.54064 -0.8205 0.4119560
## hour3:dow5 11.23214 214.05457 0.0525 0.9581516
## hour4:dow5 -79.44643 150.60722 -0.5275 0.5978413
## hour5:dow5 -105.92857 119.82369 -0.8840 0.3766763
## hour6:dow5 -84.28571 108.92910 -0.7738 0.4390688
## hour7:dow5 -83.92857 96.45402 -0.8701 0.3842235
## hour8:dow5 -88.16071 93.81314 -0.9397 0.3473468
## hour9:dow5 -72.69643 93.06825 -0.7811 0.4347385
## hour10:dow5 -44.57143 93.30208 -0.4777 0.6328559
## hour11:dow5 -19.25000 95.44156 -0.2017 0.8401559
## hour12:dow5 12.60714 106.98907 0.1178 0.9061978
## hour13:dow5 -63.82143 137.78119 -0.4632 0.6432149
## hour14:dow5 -320.55952 150.77830 -2.1260 0.0335006 *
## hour15:dow5 -433.30952 150.21989 -2.8845 0.0039203 **
## hour16:dow5 -277.51786 212.42740 -1.3064 0.1914122
## hour17:dow5 -457.14286 118.31231 -3.8639 0.0001116 ***
## hour18:dow5 -540.76786 147.90732 -3.6561 0.0002561 ***
## hour19:dow5 -388.51786 143.26020 -2.7120 0.0066884 **
## hour20:dow5 -224.64286 177.61786 -1.2648 0.2059596
## hour21:dow5 -74.39286 177.48615 -0.4191 0.6751084
## hour22:dow5 -31.14286 191.94912 -0.1622 0.8711126
## hour23:dow5 52.98214 174.45066 0.3037 0.7613500
## hour1:dow6 -21.76786 182.13288 -0.1195 0.9048663
## hour2:dow6 -35.96429 186.50519 -0.1928 0.8470901
## hour3:dow6 -82.89286 171.82562 -0.4824 0.6295045
## hour4:dow6 46.05357 175.89138 0.2618 0.7934528
## hour5:dow6 -23.30357 164.25394 -0.1419 0.8871785
## hour6:dow6 -41.53571 155.59331 -0.2670 0.7895073
## hour7:dow6 -22.17857 149.64337 -0.1482 0.8821774
## hour8:dow6 -28.07143 147.63825 -0.1901 0.8492021
## hour9:dow6 -26.50000 146.94059 -0.1803 0.8568817
## hour10:dow6 6.07143 147.36974 0.0412 0.9671376
## hour11:dow6 21.21429 148.78923 0.1426 0.8866223
## hour12:dow6 86.10714 156.16255 0.5514 0.5813634
## hour13:dow6 85.05357 172.88281 0.4920 0.6227389
## hour14:dow6 -106.55952 188.26082 -0.5660 0.5713797
## hour15:dow6 -178.80952 187.77931 -0.9522 0.3409792
## hour16:dow6 -14.76786 250.44251 -0.0590 0.9529783
## hour17:dow6 -118.51786 191.62570 -0.6185 0.5362549
## hour18:dow6 -2.39286 206.25852 -0.0116 0.9907437
## hour19:dow6 116.35714 215.62957 0.5396 0.5894619
## hour20:dow6 327.53571 255.46286 1.2821 0.1997983
## hour21:dow6 250.35714 226.29944 1.1063 0.2685927
## hour22:dow6 286.50000 209.13207 1.3699 0.1707032
## hour23:dow6 435.98214 186.93442 2.3323 0.0196863 *
## hour1:dow7 40.60714 202.01131 0.2010 0.8406875
## hour2:dow7 38.41071 202.20058 0.1900 0.8493378
## hour3:dow7 30.35714 188.62552 0.1609 0.8721417
## hour4:dow7 -0.82143 182.92163 -0.0045 0.9964170
## hour5:dow7 -99.05357 170.43203 -0.5812 0.5611117
## hour6:dow7 -189.66071 150.16907 -1.2630 0.2065959
## hour7:dow7 -202.05357 141.48650 -1.4281 0.1532698
## hour8:dow7 -234.16071 138.40130 -1.6919 0.0906657 .
## hour9:dow7 -222.07143 138.90179 -1.5988 0.1098727
## hour10:dow7 -190.32143 144.66875 -1.3156 0.1883194
## hour11:dow7 -199.62500 139.35792 -1.4325 0.1520115
## hour12:dow7 -161.39286 146.94860 -1.0983 0.2720759
## hour13:dow7 -126.19643 174.57870 -0.7229 0.4697642
## hour14:dow7 -134.29167 189.13397 -0.7100 0.4776827
## hour15:dow7 -142.22024 180.86799 -0.7863 0.4316796
## hour16:dow7 122.10714 245.48150 0.4974 0.6188937
## hour17:dow7 -71.53571 180.47006 -0.3964 0.6918207
## hour18:dow7 -25.89286 183.66327 -0.1410 0.8878857
## hour19:dow7 -83.42857 179.42027 -0.4650 0.6419389
## hour20:dow7 -123.23214 192.19628 -0.6412 0.5214066
## hour21:dow7 -48.55357 192.27413 -0.2525 0.8006371
## hour22:dow7 -126.26786 194.16037 -0.6503 0.5154806
## hour23:dow7 -59.85714 183.53173 -0.3261 0.7443180
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Call:
## glm(formula = form, data = df)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -452.51 -84.79 -6.14 103.08 587.88
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -269.0427 24.0284 -11.197 < 2e-16 ***
## lin1 -1.9300 0.2466 -7.826 6.77e-14 ***
## lin2 0.2788 0.2444 1.141 0.255
## postchange 280.9023 33.7814 8.315 2.37e-15 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for gaussian family taken to be 24033.45)
##
## Null deviance: 11186789 on 336 degrees of freedom
## Residual deviance: 8003137 on 333 degrees of freedom
## AIC: 4361.7
##
## Number of Fisher Scoring iterations: 2
##
##
## z test of coefficients:
##
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) -269.04266 27.85259 -9.6595 < 2.2e-16 ***
## lin1 -1.93004 0.27754 -6.9540 3.551e-12 ***
## lin2 0.27882 0.25340 1.1003 0.2712
## postchange 280.90228 36.73603 7.6465 2.065e-14 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [1] "26 Regression for xbxcall model2 on 2016-12-15/purple/50-90%"
##
## Call:
## glm(formula = form, data = df)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -1087.5 -216.2 -28.2 41.9 3823.4
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## hour0 1765.125 177.343 9.953 < 2e-16 ***
## hour1 1617.375 177.343 9.120 < 2e-16 ***
## hour2 1395.750 177.343 7.870 7.97e-15 ***
## hour3 1114.250 177.343 6.283 4.67e-10 ***
## hour4 837.250 177.343 4.721 2.63e-06 ***
## hour5 587.875 177.343 3.315 0.000945 ***
## hour6 377.750 177.343 2.130 0.033374 *
## hour7 226.125 177.343 1.275 0.202535
## hour8 139.375 177.343 0.786 0.432080
## hour9 80.375 177.343 0.453 0.650475
## hour10 68.250 177.343 0.385 0.700420
## hour11 74.375 177.343 0.419 0.675011
## hour12 182.500 177.343 1.029 0.303653
## hour13 403.875 177.343 2.277 0.022943 *
## hour14 883.125 177.343 4.980 7.32e-07 ***
## hour15 1442.750 177.343 8.135 1.03e-15 ***
## hour16 1667.250 177.343 9.401 < 2e-16 ***
## hour17 1964.500 177.343 11.077 < 2e-16 ***
## hour18 2078.875 177.343 11.722 < 2e-16 ***
## hour19 2134.250 177.343 12.035 < 2e-16 ***
## hour20 2126.375 177.343 11.990 < 2e-16 ***
## hour21 2138.500 177.343 12.059 < 2e-16 ***
## hour22 2091.000 177.343 11.791 < 2e-16 ***
## hour23 1920.000 177.343 10.826 < 2e-16 ***
## dow2 56.375 250.801 0.225 0.822189
## dow3 794.125 250.801 3.166 0.001583 **
## dow4 556.000 250.801 2.217 0.026820 *
## dow5 253.097 243.734 1.038 0.299290
## dow6 69.500 250.801 0.277 0.781742
## dow7 247.750 250.801 0.988 0.323436
## hour1:dow2 -47.250 354.686 -0.133 0.894045
## hour2:dow2 -93.125 354.686 -0.263 0.792938
## hour3:dow2 -114.125 354.686 -0.322 0.747689
## hour4:dow2 -158.250 354.686 -0.446 0.655557
## hour5:dow2 -178.500 354.686 -0.503 0.614874
## hour6:dow2 -74.750 354.686 -0.211 0.833119
## hour7:dow2 -72.875 354.686 -0.205 0.837245
## hour8:dow2 -113.250 354.686 -0.319 0.749558
## hour9:dow2 -80.500 354.686 -0.227 0.820493
## hour10:dow2 -73.750 354.686 -0.208 0.835319
## hour11:dow2 -41.250 354.686 -0.116 0.907434
## hour12:dow2 -39.750 354.686 -0.112 0.910786
## hour13:dow2 93.375 354.686 0.263 0.792395
## hour14:dow2 164.375 354.686 0.463 0.643136
## hour15:dow2 -3.625 354.686 -0.010 0.991847
## hour16:dow2 252.625 354.686 0.712 0.476451
## hour17:dow2 59.250 354.686 0.167 0.867360
## hour18:dow2 3.000 354.686 0.008 0.993253
## hour19:dow2 100.875 354.686 0.284 0.776149
## hour20:dow2 251.750 354.686 0.710 0.477979
## hour21:dow2 456.375 354.686 1.287 0.198451
## hour22:dow2 613.000 354.686 1.728 0.084198 .
## hour23:dow2 680.750 354.686 1.919 0.055187 .
## hour1:dow3 -158.500 354.686 -0.447 0.655048
## hour2:dow3 -263.375 354.686 -0.743 0.457897
## hour3:dow3 -465.875 354.686 -1.313 0.189275
## hour4:dow3 -628.625 354.686 -1.772 0.076596 .
## hour5:dow3 -697.250 354.686 -1.966 0.049554 *
## hour6:dow3 -795.500 354.686 -2.243 0.025093 *
## hour7:dow3 -844.125 354.686 -2.380 0.017475 *
## hour8:dow3 -832.000 354.686 -2.346 0.019155 *
## hour9:dow3 -808.625 354.686 -2.280 0.022796 *
## hour10:dow3 -808.125 354.686 -2.278 0.022880 *
## hour11:dow3 -781.000 354.686 -2.202 0.027862 *
## hour12:dow3 -772.375 354.686 -2.178 0.029631 *
## hour13:dow3 -681.500 354.686 -1.921 0.054920 .
## hour14:dow3 -720.500 354.686 -2.031 0.042441 *
## hour15:dow3 -1005.750 354.686 -2.836 0.004652 **
## hour16:dow3 -1003.625 354.686 -2.830 0.004740 **
## hour17:dow3 -1103.250 354.686 -3.111 0.001913 **
## hour18:dow3 -1088.500 354.686 -3.069 0.002198 **
## hour19:dow3 -1021.875 354.686 -2.881 0.004035 **
## hour20:dow3 -830.375 354.686 -2.341 0.019390 *
## hour21:dow3 -642.625 354.686 -1.812 0.070269 .
## hour22:dow3 -509.625 354.686 -1.437 0.151030
## hour23:dow3 -299.250 354.686 -0.844 0.399006
## hour1:dow4 -84.750 354.686 -0.239 0.811191
## hour2:dow4 -166.375 354.686 -0.469 0.639101
## hour3:dow4 -223.375 354.686 -0.630 0.528959
## hour4:dow4 -389.875 354.686 -1.099 0.271900
## hour5:dow4 -553.750 354.686 -1.561 0.118735
## hour6:dow4 -631.000 354.686 -1.779 0.075491 .
## hour7:dow4 -623.750 354.686 -1.759 0.078905 .
## hour8:dow4 -605.500 354.686 -1.707 0.088059 .
## hour9:dow4 -569.875 354.686 -1.607 0.108387
## hour10:dow4 -569.875 354.686 -1.607 0.108387
## hour11:dow4 -528.875 354.686 -1.491 0.136201
## hour12:dow4 -527.000 354.686 -1.486 0.137594
## hour13:dow4 -467.875 354.686 -1.319 0.187383
## hour14:dow4 -507.125 354.686 -1.430 0.153043
## hour15:dow4 -853.500 354.686 -2.406 0.016266 *
## hour16:dow4 -791.625 354.686 -2.232 0.025809 *
## hour17:dow4 -969.125 354.686 -2.732 0.006383 **
## hour18:dow4 -950.500 354.686 -2.680 0.007469 **
## hour19:dow4 -913.375 354.686 -2.575 0.010140 *
## hour20:dow4 -697.625 354.686 -1.967 0.049431 *
## hour21:dow4 -547.000 354.686 -1.542 0.123291
## hour22:dow4 -394.750 354.686 -1.113 0.265954
## hour23:dow4 -244.750 354.686 -0.690 0.490300
## hour1:dow5 11.278 349.725 0.032 0.974280
## hour2:dow5 -88.972 349.725 -0.254 0.799226
## hour3:dow5 -157.472 349.725 -0.450 0.652595
## hour4:dow5 -227.222 349.725 -0.650 0.516001
## hour5:dow5 -241.597 349.725 -0.691 0.489814
## hour6:dow5 -296.472 349.725 -0.848 0.396760
## hour7:dow5 -326.097 349.725 -0.932 0.351300
## hour8:dow5 -295.847 349.725 -0.846 0.397756
## hour9:dow5 -268.097 349.725 -0.767 0.443476
## hour10:dow5 -268.597 349.725 -0.768 0.442626
## hour11:dow5 -239.597 349.725 -0.685 0.493414
## hour12:dow5 -247.222 349.725 -0.707 0.479765
## hour13:dow5 -214.222 349.725 -0.613 0.540295
## hour14:dow5 -328.472 349.725 -0.939 0.347805
## hour15:dow5 -691.472 349.725 -1.977 0.048253 *
## hour16:dow5 -717.097 349.725 -2.050 0.040540 *
## hour17:dow5 -852.597 349.725 -2.438 0.014920 *
## hour18:dow5 -873.847 349.725 -2.499 0.012601 *
## hour19:dow5 -887.347 349.725 -2.537 0.011300 *
## hour20:dow5 -671.597 349.725 -1.920 0.055054 .
## hour21:dow5 -544.472 349.725 -1.557 0.119773
## hour22:dow5 -425.972 349.725 -1.218 0.223460
## hour23:dow5 -287.597 349.725 -0.822 0.411042
## hour1:dow6 -20.000 354.686 -0.056 0.955042
## hour2:dow6 -60.750 354.686 -0.171 0.864034
## hour3:dow6 -35.125 354.686 -0.099 0.921130
## hour4:dow6 -19.875 354.686 -0.056 0.955323
## hour5:dow6 -60.250 354.686 -0.170 0.865143
## hour6:dow6 -125.125 354.686 -0.353 0.724319
## hour7:dow6 -117.500 354.686 -0.331 0.740492
## hour8:dow6 -106.625 354.686 -0.301 0.763759
## hour9:dow6 -87.750 354.686 -0.247 0.804640
## hour10:dow6 -81.000 354.686 -0.228 0.819397
## hour11:dow6 -47.875 354.686 -0.135 0.892652
## hour12:dow6 -47.375 354.686 -0.134 0.893766
## hour13:dow6 2.750 354.686 0.008 0.993815
## hour14:dow6 -71.125 354.686 -0.201 0.841101
## hour15:dow6 -397.625 354.686 -1.121 0.262489
## hour16:dow6 -347.875 354.686 -0.981 0.326894
## hour17:dow6 -477.500 354.686 -1.346 0.178477
## hour18:dow6 -511.500 354.686 -1.442 0.149534
## hour19:dow6 -461.000 354.686 -1.300 0.193944
## hour20:dow6 -195.875 354.686 -0.552 0.580882
## hour21:dow6 -92.750 354.686 -0.261 0.793753
## hour22:dow6 45.000 354.686 0.127 0.899063
## hour23:dow6 149.750 354.686 0.422 0.672952
## hour1:dow7 62.375 354.686 0.176 0.860434
## hour2:dow7 74.125 354.686 0.209 0.834494
## hour3:dow7 642.625 354.686 1.812 0.070269 .
## hour4:dow7 135.125 354.686 0.381 0.703293
## hour5:dow7 -45.375 354.686 -0.128 0.898226
## hour6:dow7 -169.000 354.686 -0.476 0.633822
## hour7:dow7 -239.750 354.686 -0.676 0.499205
## hour8:dow7 -259.875 354.686 -0.733 0.463893
## hour9:dow7 -249.750 354.686 -0.704 0.481482
## hour10:dow7 -252.750 354.686 -0.713 0.476233
## hour11:dow7 -243.375 354.686 -0.686 0.492740
## hour12:dow7 -251.375 354.686 -0.709 0.478635
## hour13:dow7 -236.375 354.686 -0.666 0.505263
## hour14:dow7 -207.500 354.686 -0.585 0.558643
## hour15:dow7 -304.250 354.686 -0.858 0.391176
## hour16:dow7 -291.875 354.686 -0.823 0.410725
## hour17:dow7 -354.750 354.686 -1.000 0.317428
## hour18:dow7 -364.125 354.686 -1.027 0.304813
## hour19:dow7 -367.875 354.686 -1.037 0.299862
## hour20:dow7 -358.750 354.686 -1.011 0.312004
## hour21:dow7 -352.875 354.686 -0.995 0.319992
## hour22:dow7 -385.875 354.686 -1.088 0.276846
## hour23:dow7 -343.875 354.686 -0.970 0.332485
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for gaussian family taken to be 251603.6)
##
## Null deviance: 2974838499 on 1345 degrees of freedom
## Residual deviance: 296137470 on 1177 degrees of freedom
## AIC: 20701
##
## Number of Fisher Scoring iterations: 2
##
##
## z test of coefficients:
##
## Estimate Std. Error z value Pr(>|z|)
## hour0 1765.1250 60.9943 28.9392 < 2.2e-16 ***
## hour1 1617.3750 71.3004 22.6840 < 2.2e-16 ***
## hour2 1395.7500 66.8609 20.8754 < 2.2e-16 ***
## hour3 1114.2500 57.2239 19.4718 < 2.2e-16 ***
## hour4 837.2500 62.6926 13.3549 < 2.2e-16 ***
## hour5 587.8750 38.1731 15.4003 < 2.2e-16 ***
## hour6 377.7500 24.3274 15.5278 < 2.2e-16 ***
## hour7 226.1250 18.0441 12.5318 < 2.2e-16 ***
## hour8 139.3750 11.9799 11.6341 < 2.2e-16 ***
## hour9 80.3750 6.0998 13.1766 < 2.2e-16 ***
## hour10 68.2500 9.2341 7.3911 1.456e-13 ***
## hour11 74.3750 11.3885 6.5307 6.546e-11 ***
## hour12 182.5000 32.5164 5.6126 1.994e-08 ***
## hour13 403.8750 87.5548 4.6128 3.972e-06 ***
## hour14 883.1250 163.9746 5.3857 7.215e-08 ***
## hour15 1442.7500 296.7829 4.8613 1.166e-06 ***
## hour16 1667.2500 268.4993 6.2095 5.315e-10 ***
## hour17 1964.5000 285.1671 6.8889 5.621e-12 ***
## hour18 2078.8750 301.8979 6.8860 5.737e-12 ***
## hour19 2134.2500 259.8684 8.2128 < 2.2e-16 ***
## hour20 2126.3750 216.3231 9.8296 < 2.2e-16 ***
## hour21 2138.5000 180.7542 11.8310 < 2.2e-16 ***
## hour22 2091.0000 205.2045 10.1898 < 2.2e-16 ***
## hour23 1920.0000 168.2293 11.4130 < 2.2e-16 ***
## dow2 56.3750 207.3487 0.2719 0.785710
## dow3 794.1250 371.9787 2.1349 0.032772 *
## dow4 556.0000 222.2388 2.5018 0.012356 *
## dow5 253.0972 196.6885 1.2868 0.198167
## dow6 69.5000 220.9009 0.3146 0.753050
## dow7 247.7500 115.6911 2.1415 0.032235 *
## hour1:dow2 -47.2500 295.3833 -0.1600 0.872911
## hour2:dow2 -93.1250 292.5094 -0.3184 0.750207
## hour3:dow2 -114.1250 272.6217 -0.4186 0.675494
## hour4:dow2 -158.2500 251.3434 -0.6296 0.528945
## hour5:dow2 -178.5000 225.1132 -0.7929 0.427816
## hour6:dow2 -74.7500 226.3576 -0.3302 0.741226
## hour7:dow2 -72.8750 216.9858 -0.3359 0.736983
## hour8:dow2 -113.2500 208.3447 -0.5436 0.586737
## hour9:dow2 -80.5000 207.5789 -0.3878 0.698161
## hour10:dow2 -73.7500 207.6328 -0.3552 0.722444
## hour11:dow2 -41.2500 207.9397 -0.1984 0.842752
## hour12:dow2 -39.7500 210.7326 -0.1886 0.850385
## hour13:dow2 93.3750 235.3019 0.3968 0.691492
## hour14:dow2 164.3750 319.1329 0.5151 0.606506
## hour15:dow2 -3.6250 447.5637 -0.0081 0.993538
## hour16:dow2 252.6250 496.7977 0.5085 0.611098
## hour17:dow2 59.2500 523.0986 0.1133 0.909819
## hour18:dow2 3.0000 572.1665 0.0052 0.995817
## hour19:dow2 100.8750 584.3966 0.1726 0.862955
## hour20:dow2 251.7500 560.7519 0.4490 0.653467
## hour21:dow2 456.3750 521.2670 0.8755 0.381296
## hour22:dow2 613.0000 528.4992 1.1599 0.246094
## hour23:dow2 680.7500 478.4746 1.4228 0.154809
## hour1:dow3 -158.5000 505.2317 -0.3137 0.753736
## hour2:dow3 -263.3750 478.2246 -0.5507 0.581815
## hour3:dow3 -465.8750 439.9688 -1.0589 0.289654
## hour4:dow3 -628.6250 412.3179 -1.5246 0.127356
## hour5:dow3 -697.2500 395.2117 -1.7642 0.077691 .
## hour6:dow3 -795.5000 381.2429 -2.0866 0.036925 *
## hour7:dow3 -844.1250 374.3214 -2.2551 0.024128 *
## hour8:dow3 -832.0000 372.7455 -2.2321 0.025609 *
## hour9:dow3 -808.6250 372.1523 -2.1728 0.029793 *
## hour10:dow3 -808.1250 372.1425 -2.1715 0.029890 *
## hour11:dow3 -781.0000 372.2245 -2.0982 0.035888 *
## hour12:dow3 -772.3750 373.8502 -2.0660 0.038828 *
## hour13:dow3 -681.5000 384.8582 -1.7708 0.076597 .
## hour14:dow3 -720.5000 427.6743 -1.6847 0.092048 .
## hour15:dow3 -1005.7500 512.2207 -1.9635 0.049587 *
## hour16:dow3 -1003.6250 507.6333 -1.9771 0.048034 *
## hour17:dow3 -1103.2500 542.0410 -2.0354 0.041814 *
## hour18:dow3 -1088.5000 547.0862 -1.9896 0.046632 *
## hour19:dow3 -1021.8750 529.3619 -1.9304 0.053559 .
## hour20:dow3 -830.3750 511.2926 -1.6241 0.104361
## hour21:dow3 -642.6250 471.5885 -1.3627 0.172983
## hour22:dow3 -509.6250 483.1689 -1.0548 0.291537
## hour23:dow3 -299.2500 467.1395 -0.6406 0.521782
## hour1:dow4 -84.7500 342.3830 -0.2475 0.804498
## hour2:dow4 -166.3750 377.9094 -0.4403 0.659755
## hour3:dow4 -223.3750 312.7516 -0.7142 0.475088
## hour4:dow4 -389.8750 267.1314 -1.4595 0.144431
## hour5:dow4 -553.7500 239.9853 -2.3074 0.021031 *
## hour6:dow4 -631.0000 227.9890 -2.7677 0.005646 **
## hour7:dow4 -623.7500 224.2248 -2.7818 0.005406 **
## hour8:dow4 -605.5000 223.1093 -2.7139 0.006649 **
## hour9:dow4 -569.8750 222.5719 -2.5604 0.010455 *
## hour10:dow4 -569.8750 222.5195 -2.5610 0.010437 *
## hour11:dow4 -528.8750 222.6214 -2.3757 0.017517 *
## hour12:dow4 -527.0000 225.0902 -2.3413 0.019218 *
## hour13:dow4 -467.8750 241.7617 -1.9353 0.052957 .
## hour14:dow4 -507.1250 292.3638 -1.7346 0.082817 .
## hour15:dow4 -853.5000 402.5071 -2.1205 0.033967 *
## hour16:dow4 -791.6250 407.0220 -1.9449 0.051785 .
## hour17:dow4 -969.1250 421.8889 -2.2971 0.021613 *
## hour18:dow4 -950.5000 440.8127 -2.1562 0.031065 *
## hour19:dow4 -913.3750 417.5547 -2.1874 0.028711 *
## hour20:dow4 -697.6250 401.4192 -1.7379 0.082229 .
## hour21:dow4 -547.0000 363.2430 -1.5059 0.132098
## hour22:dow4 -394.7500 366.4444 -1.0772 0.281371
## hour23:dow4 -244.7500 360.0419 -0.6798 0.496643
## hour1:dow5 11.2778 287.4775 0.0392 0.968707
## hour2:dow5 -88.9722 257.6381 -0.3453 0.729840
## hour3:dow5 -157.4722 236.2006 -0.6667 0.504971
## hour4:dow5 -227.2222 227.8389 -0.9973 0.318622
## hour5:dow5 -241.5972 215.5060 -1.1211 0.262258
## hour6:dow5 -296.4722 205.2075 -1.4447 0.148530
## hour7:dow5 -326.0972 198.5169 -1.6427 0.100452
## hour8:dow5 -295.8472 197.6537 -1.4968 0.134446
## hour9:dow5 -268.0972 196.8451 -1.3620 0.173207
## hour10:dow5 -268.5972 197.0472 -1.3631 0.172847
## hour11:dow5 -239.5972 197.0554 -1.2159 0.224028
## hour12:dow5 -247.2222 199.8705 -1.2369 0.216120
## hour13:dow5 -214.2222 217.9675 -0.9828 0.325697
## hour14:dow5 -328.4722 264.8306 -1.2403 0.214861
## hour15:dow5 -691.4722 372.5764 -1.8559 0.063465 .
## hour16:dow5 -717.0972 361.1388 -1.9857 0.047072 *
## hour17:dow5 -852.5972 389.4738 -2.1891 0.028590 *
## hour18:dow5 -873.8472 409.6197 -2.1333 0.032899 *
## hour19:dow5 -887.3472 382.3596 -2.3207 0.020302 *
## hour20:dow5 -671.5972 370.4375 -1.8130 0.069834 .
## hour21:dow5 -544.4722 358.0505 -1.5207 0.128346
## hour22:dow5 -425.9722 369.6305 -1.1524 0.249146
## hour23:dow5 -287.5972 338.3566 -0.8500 0.395335
## hour1:dow6 -20.0000 278.9353 -0.0717 0.942840
## hour2:dow6 -60.7500 257.2449 -0.2362 0.813311
## hour3:dow6 -35.1250 254.5531 -0.1380 0.890251
## hour4:dow6 -19.8750 245.0425 -0.0811 0.935356
## hour5:dow6 -60.2500 233.7445 -0.2578 0.796592
## hour6:dow6 -125.1250 226.1081 -0.5534 0.579999
## hour7:dow6 -117.5000 222.7138 -0.5276 0.597789
## hour8:dow6 -106.6250 221.5485 -0.4813 0.630324
## hour9:dow6 -87.7500 221.1780 -0.3967 0.691560
## hour10:dow6 -81.0000 221.1327 -0.3663 0.714144
## hour11:dow6 -47.8750 221.3679 -0.2163 0.828778
## hour12:dow6 -47.3750 223.4849 -0.2120 0.832120
## hour13:dow6 2.7500 237.8063 0.0116 0.990773
## hour14:dow6 -71.1250 282.9075 -0.2514 0.801499
## hour15:dow6 -397.6250 380.1768 -1.0459 0.295610
## hour16:dow6 -347.8750 371.7079 -0.9359 0.349334
## hour17:dow6 -477.5000 392.7796 -1.2157 0.224101
## hour18:dow6 -511.5000 408.4410 -1.2523 0.210452
## hour19:dow6 -461.0000 381.6003 -1.2081 0.227020
## hour20:dow6 -195.8750 348.5944 -0.5619 0.574185
## hour21:dow6 -92.7500 318.7769 -0.2910 0.771085
## hour22:dow6 45.0000 324.8531 0.1385 0.889826
## hour23:dow6 149.7500 297.1438 0.5040 0.614286
## hour1:dow7 62.3750 152.2789 0.4096 0.682092
## hour2:dow7 74.1250 151.7092 0.4886 0.625125
## hour3:dow7 642.6250 568.4181 1.1305 0.258245
## hour4:dow7 135.1250 192.3330 0.7026 0.482331
## hour5:dow7 -45.3750 134.6988 -0.3369 0.736220
## hour6:dow7 -169.0000 124.8352 -1.3538 0.175805
## hour7:dow7 -239.7500 119.0734 -2.0135 0.044066 *
## hour8:dow7 -259.8750 116.8283 -2.2244 0.026120 *
## hour9:dow7 -249.7500 116.0850 -2.1514 0.031441 *
## hour10:dow7 -252.7500 116.1227 -2.1766 0.029512 *
## hour11:dow7 -243.3750 116.3956 -2.0909 0.036534 *
## hour12:dow7 -251.3750 120.7579 -2.0816 0.037375 *
## hour13:dow7 -236.3750 146.0976 -1.6179 0.105679
## hour14:dow7 -207.5000 204.4393 -1.0150 0.310120
## hour15:dow7 -304.2500 322.6292 -0.9430 0.345664
## hour16:dow7 -291.8750 297.7016 -0.9804 0.326875
## hour17:dow7 -354.7500 317.0185 -1.1190 0.263132
## hour18:dow7 -364.1250 332.0721 -1.0965 0.272850
## hour19:dow7 -367.8750 299.2352 -1.2294 0.218928
## hour20:dow7 -358.7500 267.2860 -1.3422 0.179533
## hour21:dow7 -352.8750 244.7908 -1.4415 0.149433
## hour22:dow7 -385.8750 250.0874 -1.5430 0.122840
## hour23:dow7 -343.8750 220.6866 -1.5582 0.119185
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Call:
## glm(formula = form, data = df)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -675.94 -92.05 26.77 113.23 941.33
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -126.9982 28.6225 -4.437 1.24e-05 ***
## lin1 0.7067 0.2938 2.406 0.0167 *
## lin2 -0.4706 0.2912 -1.616 0.1070
## postchange 71.1325 40.2402 1.768 0.0780 .
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for gaussian family taken to be 34102.03)
##
## Null deviance: 12345027 on 336 degrees of freedom
## Residual deviance: 11355975 on 333 degrees of freedom
## AIC: 4479.6
##
## Number of Fisher Scoring iterations: 2
##
##
## z test of coefficients:
##
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) -126.99821 31.78497 -3.9955 6.455e-05 ***
## lin1 0.70674 0.27279 2.5908 0.009577 **
## lin2 -0.47059 0.17859 -2.6351 0.008412 **
## postchange 71.13253 35.25487 2.0177 0.043626 *
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [1] "27 Regression for xbxcall model2 on 2016-11-17/blue/content change"
##
## Call:
## glm(formula = form, data = df)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -1141.75 -90.50 -12.87 79.91 1290.38
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## hour0 1611.286 77.248 20.859 < 2e-16 ***
## hour1 1490.143 77.248 19.290 < 2e-16 ***
## hour2 1257.714 77.248 16.282 < 2e-16 ***
## hour3 952.000 77.248 12.324 < 2e-16 ***
## hour4 684.714 77.248 8.864 < 2e-16 ***
## hour5 462.571 77.248 5.988 2.83e-09 ***
## hour6 293.714 77.248 3.802 0.000151 ***
## hour7 150.857 77.248 1.953 0.051073 .
## hour8 87.857 77.248 1.137 0.255632
## hour9 59.429 77.248 0.769 0.441858
## hour10 54.143 77.248 0.701 0.483508
## hour11 74.429 77.248 0.964 0.335496
## hour12 205.571 77.248 2.661 0.007895 **
## hour13 473.143 77.248 6.125 1.24e-09 ***
## hour14 911.000 77.248 11.793 < 2e-16 ***
## hour15 1289.000 77.248 16.687 < 2e-16 ***
## hour16 1268.750 72.259 17.558 < 2e-16 ***
## hour17 1596.375 72.259 22.093 < 2e-16 ***
## hour18 1597.125 72.259 22.103 < 2e-16 ***
## hour19 1693.875 72.259 23.442 < 2e-16 ***
## hour20 1691.875 72.259 23.414 < 2e-16 ***
## hour21 1721.500 72.259 23.824 < 2e-16 ***
## hour22 1684.625 72.259 23.314 < 2e-16 ***
## hour23 1549.875 72.259 21.449 < 2e-16 ***
## dow2 -143.661 105.776 -1.358 0.174678
## dow3 326.964 105.776 3.091 0.002042 **
## dow4 218.839 105.776 2.069 0.038778 *
## dow5 93.270 102.997 0.906 0.365359
## dow6 -11.286 105.776 -0.107 0.915050
## dow7 217.964 105.776 2.061 0.039563 *
## hour1:dow2 -152.107 149.590 -1.017 0.309448
## hour2:dow2 -227.554 149.590 -1.521 0.128488
## hour3:dow2 -155.589 149.590 -1.040 0.298508
## hour4:dow2 -78.429 149.590 -0.524 0.600177
## hour5:dow2 -33.661 149.590 -0.225 0.822003
## hour6:dow2 78.321 149.590 0.524 0.600675
## hour7:dow2 134.804 149.590 0.901 0.367694
## hour8:dow2 110.304 149.590 0.737 0.461045
## hour9:dow2 124.732 149.590 0.834 0.404550
## hour10:dow2 141.768 149.590 0.948 0.343475
## hour11:dow2 171.482 149.590 1.146 0.251888
## hour12:dow2 198.339 149.590 1.326 0.185139
## hour13:dow2 254.643 149.590 1.702 0.088973 .
## hour14:dow2 162.161 149.590 1.084 0.278575
## hour15:dow2 22.536 149.590 0.151 0.880278
## hour16:dow2 335.536 147.075 2.281 0.022707 *
## hour17:dow2 6.161 147.075 0.042 0.966595
## hour18:dow2 -6.214 147.075 -0.042 0.966305
## hour19:dow2 37.536 147.075 0.255 0.798603
## hour20:dow2 162.411 147.075 1.104 0.269707
## hour21:dow2 357.036 147.075 2.428 0.015353 *
## hour22:dow2 516.536 147.075 3.512 0.000462 ***
## hour23:dow2 618.161 147.075 4.203 2.84e-05 ***
## hour1:dow3 -175.482 149.590 -1.173 0.241002
## hour2:dow3 -269.804 149.590 -1.804 0.071551 .
## hour3:dow3 -350.714 149.590 -2.345 0.019221 *
## hour4:dow3 -379.054 149.590 -2.534 0.011410 *
## hour5:dow3 -280.036 149.590 -1.872 0.061456 .
## hour6:dow3 -307.179 149.590 -2.053 0.040252 *
## hour7:dow3 -359.696 149.590 -2.405 0.016349 *
## hour8:dow3 -346.196 149.590 -2.314 0.020826 *
## hour9:dow3 -333.643 149.590 -2.230 0.025914 *
## hour10:dow3 -327.107 149.590 -2.187 0.028965 *
## hour11:dow3 -296.393 149.590 -1.981 0.047787 *
## hour12:dow3 -274.786 149.590 -1.837 0.066478 .
## hour13:dow3 -242.857 149.590 -1.623 0.104758
## hour14:dow3 -410.839 149.590 -2.746 0.006118 **
## hour15:dow3 -592.214 149.590 -3.959 7.99e-05 ***
## hour16:dow3 -419.964 147.075 -2.855 0.004375 **
## hour17:dow3 -649.589 147.075 -4.417 1.10e-05 ***
## hour18:dow3 -527.839 147.075 -3.589 0.000346 ***
## hour19:dow3 -550.339 147.075 -3.742 0.000192 ***
## hour20:dow3 -356.464 147.075 -2.424 0.015517 *
## hour21:dow3 -156.214 147.075 -1.062 0.288396
## hour22:dow3 -68.214 147.075 -0.464 0.642875
## hour23:dow3 105.661 147.075 0.718 0.472649
## hour1:dow4 -66.857 149.590 -0.447 0.655005
## hour2:dow4 -221.179 149.590 -1.479 0.139529
## hour3:dow4 -171.464 149.590 -1.146 0.251938
## hour4:dow4 -220.679 149.590 -1.475 0.140425
## hour5:dow4 -299.661 149.590 -2.003 0.045388 *
## hour6:dow4 -313.679 149.590 -2.097 0.036218 *
## hour7:dow4 -271.821 149.590 -1.817 0.069459 .
## hour8:dow4 -250.821 149.590 -1.677 0.093867 .
## hour9:dow4 -226.018 149.590 -1.511 0.131083
## hour10:dow4 -211.107 149.590 -1.411 0.158443
## hour11:dow4 -172.518 149.590 -1.153 0.249037
## hour12:dow4 -149.286 149.590 -0.998 0.318504
## hour13:dow4 -154.107 149.590 -1.030 0.303133
## hour14:dow4 -288.214 149.590 -1.927 0.054263 .
## hour15:dow4 -527.339 149.590 -3.525 0.000440 ***
## hour16:dow4 -342.839 147.075 -2.331 0.019923 *
## hour17:dow4 -599.589 147.075 -4.077 4.88e-05 ***
## hour18:dow4 -524.339 147.075 -3.565 0.000379 ***
## hour19:dow4 -453.214 147.075 -3.082 0.002108 **
## hour20:dow4 -301.339 147.075 -2.049 0.040700 *
## hour21:dow4 -148.839 147.075 -1.012 0.311754
## hour22:dow4 -28.089 147.075 -0.191 0.848570
## hour23:dow4 61.036 147.075 0.415 0.678222
## hour1:dow5 -120.663 147.638 -0.817 0.413932
## hour2:dow5 -209.859 147.638 -1.421 0.155458
## hour3:dow5 -198.020 147.638 -1.341 0.180102
## hour4:dow5 -191.984 147.638 -1.300 0.193733
## hour5:dow5 -168.341 147.638 -1.140 0.254427
## hour6:dow5 -164.609 147.638 -1.115 0.265103
## hour7:dow5 -137.877 147.638 -0.934 0.350558
## hour8:dow5 -118.877 147.638 -0.805 0.420874
## hour9:dow5 -98.073 147.638 -0.664 0.506641
## hour10:dow5 -85.413 147.638 -0.579 0.563020
## hour11:dow5 -43.198 147.638 -0.293 0.769883
## hour12:dow5 -24.716 147.638 -0.167 0.867076
## hour13:dow5 -37.788 147.638 -0.256 0.798036
## hour14:dow5 -259.270 147.638 -1.756 0.079333 .
## hour15:dow5 -472.770 147.638 -3.202 0.001401 **
## hour16:dow5 -304.895 145.090 -2.101 0.035821 *
## hour17:dow5 -551.645 145.090 -3.802 0.000151 ***
## hour18:dow5 -495.520 145.090 -3.415 0.000659 ***
## hour19:dow5 -489.145 145.090 -3.371 0.000773 ***
## hour20:dow5 -312.520 145.090 -2.154 0.031449 *
## hour21:dow5 -202.395 145.090 -1.395 0.163296
## hour22:dow5 -96.520 145.090 -0.665 0.506028
## hour23:dow5 3.605 145.090 0.025 0.980181
## hour1:dow6 -50.232 149.590 -0.336 0.737083
## hour2:dow6 -57.554 149.590 -0.385 0.700499
## hour3:dow6 -47.089 149.590 -0.315 0.752978
## hour4:dow6 66.321 149.590 0.443 0.657592
## hour5:dow6 -14.911 149.590 -0.100 0.920618
## hour6:dow6 -50.554 149.590 -0.338 0.735464
## hour7:dow6 -2.446 149.590 -0.016 0.986955
## hour8:dow6 3.929 149.590 0.026 0.979053
## hour9:dow6 16.107 149.590 0.108 0.914272
## hour10:dow6 38.393 149.590 0.257 0.797491
## hour11:dow6 76.357 149.590 0.510 0.609838
## hour12:dow6 126.089 149.590 0.843 0.399459
## hour13:dow6 152.143 149.590 1.017 0.309334
## hour14:dow6 7.286 149.590 0.049 0.961163
## hour15:dow6 -158.339 149.590 -1.058 0.290053
## hour16:dow6 27.286 147.075 0.186 0.852852
## hour17:dow6 -174.964 147.075 -1.190 0.234439
## hour18:dow6 -30.964 147.075 -0.211 0.833289
## hour19:dow6 -39.964 147.075 -0.272 0.785881
## hour20:dow6 175.161 147.075 1.191 0.233915
## hour21:dow6 189.643 149.590 1.268 0.205142
## hour22:dow6 317.518 149.590 2.123 0.034001 *
## hour23:dow6 423.161 147.075 2.877 0.004087 **
## hour1:dow7 44.518 149.590 0.298 0.766062
## hour2:dow7 21.946 149.590 0.147 0.883386
## hour3:dow7 58.036 149.590 0.388 0.698113
## hour4:dow7 27.696 149.590 0.185 0.853144
## hour5:dow7 -91.786 149.590 -0.614 0.539612
## hour6:dow7 -203.554 149.590 -1.361 0.173860
## hour7:dow7 -202.196 149.590 -1.352 0.176745
## hour8:dow7 -221.696 149.590 -1.482 0.138606
## hour9:dow7 -201.143 149.590 -1.345 0.179009
## hour10:dow7 -171.482 149.590 -1.146 0.251888
## hour11:dow7 -181.893 149.590 -1.216 0.224255
## hour12:dow7 -148.661 149.590 -0.994 0.320534
## hour13:dow7 -99.982 149.590 -0.668 0.504027
## hour14:dow7 -35.589 149.590 -0.238 0.811991
## hour15:dow7 -108.839 149.590 -0.728 0.467015
## hour16:dow7 122.911 147.075 0.836 0.403498
## hour17:dow7 -81.482 149.590 -0.545 0.586062
## hour18:dow7 -9.946 149.590 -0.066 0.946998
## hour19:dow7 -109.554 149.590 -0.732 0.464097
## hour20:dow7 -87.839 149.590 -0.587 0.557183
## hour21:dow7 -75.321 149.590 -0.504 0.614695
## hour22:dow7 -121.018 149.590 -0.809 0.418683
## hour23:dow7 -83.696 149.590 -0.560 0.575925
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for gaussian family taken to be 41770.5)
##
## Null deviance: 1818151282 on 1320 degrees of freedom
## Residual deviance: 48119616 on 1152 degrees of freedom
## AIC: 17949
##
## Number of Fisher Scoring iterations: 2
##
##
## z test of coefficients:
##
## Estimate Std. Error z value Pr(>|z|)
## hour0 1611.2857 79.9568 20.1520 < 2.2e-16 ***
## hour1 1490.1429 96.7888 15.3958 < 2.2e-16 ***
## hour2 1257.7143 107.5444 11.6948 < 2.2e-16 ***
## hour3 952.0000 82.5541 11.5318 < 2.2e-16 ***
## hour4 684.7143 76.4003 8.9622 < 2.2e-16 ***
## hour5 462.5714 54.5483 8.4800 < 2.2e-16 ***
## hour6 293.7143 48.5854 6.0453 1.491e-09 ***
## hour7 150.8571 28.1832 5.3527 8.664e-08 ***
## hour8 87.8571 13.7957 6.3684 1.910e-10 ***
## hour9 59.4286 6.6193 8.9780 < 2.2e-16 ***
## hour10 54.1429 3.3323 16.2479 < 2.2e-16 ***
## hour11 74.4286 9.3640 7.9484 1.890e-15 ***
## hour12 205.5714 22.2484 9.2398 < 2.2e-16 ***
## hour13 473.1429 67.1630 7.0447 1.859e-12 ***
## hour14 911.0000 81.2574 11.2113 < 2.2e-16 ***
## hour15 1289.0000 83.6719 15.4054 < 2.2e-16 ***
## hour16 1268.7500 170.8004 7.4283 1.100e-13 ***
## hour17 1596.3750 65.4480 24.3915 < 2.2e-16 ***
## hour18 1597.1250 75.5083 21.1516 < 2.2e-16 ***
## hour19 1693.8750 69.3664 24.4193 < 2.2e-16 ***
## hour20 1691.8750 81.7762 20.6891 < 2.2e-16 ***
## hour21 1721.5000 81.0252 21.2465 < 2.2e-16 ***
## hour22 1684.6250 83.1750 20.2540 < 2.2e-16 ***
## hour23 1549.8750 57.6691 26.8753 < 2.2e-16 ***
## dow2 -143.6607 98.4436 -1.4593 0.1444771
## dow3 326.9643 111.7525 2.9258 0.0034358 **
## dow4 218.8393 122.1385 1.7917 0.0731761 .
## dow5 93.2698 87.4887 1.0661 0.2863878
## dow6 -11.2857 140.6802 -0.0802 0.9360603
## dow7 217.9643 129.4676 1.6835 0.0922700 .
## hour1:dow2 -152.1071 159.3695 -0.9544 0.3398658
## hour2:dow2 -227.5536 166.3197 -1.3682 0.1712591
## hour3:dow2 -155.5893 152.0384 -1.0234 0.3061398
## hour4:dow2 -78.4286 144.5439 -0.5426 0.5874097
## hour5:dow2 -33.6607 117.5876 -0.2863 0.7746784
## hour6:dow2 78.3214 139.6418 0.5609 0.5748834
## hour7:dow2 134.8036 121.0632 1.1135 0.2654950
## hour8:dow2 110.3036 99.4421 1.1092 0.2673337
## hour9:dow2 124.7321 98.7082 1.2636 0.2063573
## hour10:dow2 141.7679 98.8798 1.4337 0.1516468
## hour11:dow2 171.4821 99.5680 1.7223 0.0850220 .
## hour12:dow2 198.3393 106.0669 1.8699 0.0614913 .
## hour13:dow2 254.6429 128.8371 1.9765 0.0481014 *
## hour14:dow2 162.1607 130.2602 1.2449 0.2131692
## hour15:dow2 22.5357 145.6974 0.1547 0.8770777
## hour16:dow2 335.5357 272.6500 1.2306 0.2184552
## hour17:dow2 6.1607 133.2086 0.0462 0.9631121
## hour18:dow2 -6.2143 130.7080 -0.0475 0.9620802
## hour19:dow2 37.5357 127.7410 0.2938 0.7688783
## hour20:dow2 162.4107 141.7129 1.1461 0.2517725
## hour21:dow2 357.0357 146.4799 2.4374 0.0147917 *
## hour22:dow2 516.5357 155.4262 3.3234 0.0008894 ***
## hour23:dow2 618.1607 158.1998 3.9075 9.327e-05 ***
## hour1:dow3 -175.4821 194.0406 -0.9044 0.3658057
## hour2:dow3 -269.8036 193.7033 -1.3929 0.1636591
## hour3:dow3 -350.7143 163.7606 -2.1416 0.0322234 *
## hour4:dow3 -379.0536 147.8017 -2.5646 0.0103292 *
## hour5:dow3 -280.0357 144.1873 -1.9422 0.0521169 .
## hour6:dow3 -307.1786 150.2850 -2.0440 0.0409561 *
## hour7:dow3 -359.6964 115.5380 -3.1132 0.0018505 **
## hour8:dow3 -346.1964 112.8509 -3.0677 0.0021569 **
## hour9:dow3 -333.6429 112.0275 -2.9782 0.0028992 **
## hour10:dow3 -327.1071 112.1229 -2.9174 0.0035297 **
## hour11:dow3 -296.3929 113.6749 -2.6074 0.0091240 **
## hour12:dow3 -274.7857 121.5336 -2.2610 0.0237602 *
## hour13:dow3 -242.8571 138.7277 -1.7506 0.0800143 .
## hour14:dow3 -410.8393 141.0600 -2.9125 0.0035853 **
## hour15:dow3 -592.2143 142.3184 -4.1612 3.166e-05 ***
## hour16:dow3 -419.9643 208.2484 -2.0167 0.0437320 *
## hour17:dow3 -649.5893 131.9161 -4.9243 8.468e-07 ***
## hour18:dow3 -527.8393 144.3840 -3.6558 0.0002564 ***
## hour19:dow3 -550.3393 135.4593 -4.0628 4.849e-05 ***
## hour20:dow3 -356.4643 152.5970 -2.3360 0.0194921 *
## hour21:dow3 -156.2143 153.0165 -1.0209 0.3073027
## hour22:dow3 -68.2143 157.0912 -0.4342 0.6641187
## hour23:dow3 105.6607 152.2541 0.6940 0.4876971
## hour1:dow4 -66.8571 193.4858 -0.3455 0.7296883
## hour2:dow4 -221.1786 180.9978 -1.2220 0.2217091
## hour3:dow4 -171.4643 180.3294 -0.9508 0.3416859
## hour4:dow4 -220.6786 161.5849 -1.3657 0.1720290
## hour5:dow4 -299.6607 143.5772 -2.0871 0.0368787 *
## hour6:dow4 -313.6786 133.6764 -2.3466 0.0189480 *
## hour7:dow4 -271.8214 125.9524 -2.1581 0.0309179 *
## hour8:dow4 -250.8214 123.0107 -2.0390 0.0414479 *
## hour9:dow4 -226.0179 122.4034 -1.8465 0.0648197 .
## hour10:dow4 -211.1071 122.4343 -1.7242 0.0846631 .
## hour11:dow4 -172.5179 124.1080 -1.3901 0.1645101
## hour12:dow4 -149.2857 131.8961 -1.1318 0.2577003
## hour13:dow4 -154.1071 150.3787 -1.0248 0.3054605
## hour14:dow4 -288.2143 152.3456 -1.8918 0.0585115 .
## hour15:dow4 -527.3393 156.3047 -3.3738 0.0007414 ***
## hour16:dow4 -342.8393 220.1300 -1.5574 0.1193661
## hour17:dow4 -599.5893 150.5220 -3.9834 6.794e-05 ***
## hour18:dow4 -524.3393 160.1777 -3.2735 0.0010623 **
## hour19:dow4 -453.2143 162.0650 -2.7965 0.0051660 **
## hour20:dow4 -301.3393 164.6130 -1.8306 0.0671613 .
## hour21:dow4 -148.8393 161.4339 -0.9220 0.3565375
## hour22:dow4 -28.0893 159.2298 -0.1764 0.8599740
## hour23:dow4 61.0357 144.6655 0.4219 0.6730913
## hour1:dow5 -120.6627 134.3476 -0.8981 0.3691120
## hour2:dow5 -209.8591 148.6546 -1.4117 0.1580316
## hour3:dow5 -198.0198 137.4508 -1.4407 0.1496807
## hour4:dow5 -191.9841 137.1948 -1.3994 0.1617066
## hour5:dow5 -168.3413 115.5895 -1.4564 0.1452901
## hour6:dow5 -164.6091 109.2034 -1.5074 0.1317176
## hour7:dow5 -137.8770 92.8358 -1.4852 0.1374988
## hour8:dow5 -118.8770 88.8820 -1.3375 0.1810693
## hour9:dow5 -98.0734 87.8372 -1.1165 0.2641927
## hour10:dow5 -85.4127 88.3245 -0.9670 0.3335277
## hour11:dow5 -43.1984 90.0230 -0.4799 0.6313271
## hour12:dow5 -24.7163 100.2097 -0.2466 0.8051825
## hour13:dow5 -37.7877 129.3278 -0.2922 0.7701449
## hour14:dow5 -259.2698 125.0765 -2.0729 0.0381825 *
## hour15:dow5 -472.7698 130.8889 -3.6120 0.0003039 ***
## hour16:dow5 -304.8948 198.1158 -1.5390 0.1238109
## hour17:dow5 -551.6448 117.1860 -4.7074 2.509e-06 ***
## hour18:dow5 -495.5198 125.9283 -3.9349 8.322e-05 ***
## hour19:dow5 -489.1448 146.0300 -3.3496 0.0008092 ***
## hour20:dow5 -312.5198 167.8331 -1.8621 0.0625908 .
## hour21:dow5 -202.3948 175.0142 -1.1564 0.2474980
## hour22:dow5 -96.5198 181.0655 -0.5331 0.5939880
## hour23:dow5 3.6052 170.6048 0.0211 0.9831406
## hour1:dow6 -50.2321 182.0943 -0.2759 0.7826573
## hour2:dow6 -57.5536 183.6927 -0.3133 0.7540418
## hour3:dow6 -47.0893 173.9948 -0.2706 0.7866709
## hour4:dow6 66.3214 175.1057 0.3788 0.7048730
## hour5:dow6 -14.9107 158.0446 -0.0943 0.9248351
## hour6:dow6 -50.5536 153.5145 -0.3293 0.7419227
## hour7:dow6 -2.4464 144.6998 -0.0169 0.9865109
## hour8:dow6 3.9286 141.8870 0.0277 0.9779110
## hour9:dow6 16.1071 141.1002 0.1142 0.9091158
## hour10:dow6 38.3929 141.5324 0.2713 0.7861869
## hour11:dow6 76.3571 142.5384 0.5357 0.5921693
## hour12:dow6 126.0893 150.5625 0.8375 0.4023369
## hour13:dow6 152.1429 166.2843 0.9150 0.3602147
## hour14:dow6 7.2857 172.1131 0.0423 0.9662349
## hour15:dow6 -158.3393 174.7717 -0.9060 0.3649477
## hour16:dow6 27.2857 238.7199 0.1143 0.9089999
## hour17:dow6 -174.9643 194.5743 -0.8992 0.3685377
## hour18:dow6 -30.9643 212.7387 -0.1456 0.8842760
## hour19:dow6 -39.9643 226.7776 -0.1762 0.8601158
## hour20:dow6 175.1607 219.8339 0.7968 0.4255749
## hour21:dow6 189.6429 220.5883 0.8597 0.3899466
## hour22:dow6 317.5179 203.7132 1.5587 0.1190789
## hour23:dow6 423.1607 182.3545 2.3205 0.0203118 *
## hour1:dow7 44.5179 198.3540 0.2244 0.8224177
## hour2:dow7 21.9464 195.4853 0.1123 0.9106122
## hour3:dow7 58.0357 183.9999 0.3154 0.7524491
## hour4:dow7 27.6964 176.7741 0.1567 0.8754994
## hour5:dow7 -91.7857 162.4229 -0.5651 0.5720035
## hour6:dow7 -203.5536 146.3739 -1.3906 0.1643344
## hour7:dow7 -202.1964 134.6351 -1.5018 0.1331459
## hour8:dow7 -221.6964 130.5847 -1.6977 0.0895603 .
## hour9:dow7 -201.1429 130.5420 -1.5408 0.1233584
## hour10:dow7 -171.4821 136.8678 -1.2529 0.2102410
## hour11:dow7 -181.8929 130.5356 -1.3934 0.1634883
## hour12:dow7 -148.6607 138.7121 -1.0717 0.2838454
## hour13:dow7 -99.9821 164.1764 -0.6090 0.5425296
## hour14:dow7 -35.5893 169.0482 -0.2105 0.8332561
## hour15:dow7 -108.8393 164.7118 -0.6608 0.5087494
## hour16:dow7 122.9107 226.2712 0.5432 0.5869915
## hour17:dow7 -81.4821 175.1975 -0.4651 0.6418690
## hour18:dow7 -9.9464 179.9085 -0.0553 0.9559106
## hour19:dow7 -109.5536 179.2744 -0.6111 0.5411370
## hour20:dow7 -87.8393 199.0573 -0.4413 0.6590129
## hour21:dow7 -75.3214 192.9904 -0.3903 0.6963251
## hour22:dow7 -121.0179 186.4142 -0.6492 0.5162170
## hour23:dow7 -83.6964 178.5397 -0.4688 0.6392245
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Call:
## glm(formula = form, data = df)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -1092.24 -53.36 9.86 59.11 435.91
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -79.7241 20.1884 -3.949 9.72e-05 ***
## lin1 -0.3776 0.2399 -1.574 0.117
## lin2 0.8711 0.1907 4.569 7.09e-06 ***
## postchange -28.0767 27.3972 -1.025 0.306
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for gaussian family taken to be 14622.19)
##
## Null deviance: 4898307 on 313 degrees of freedom
## Residual deviance: 4532879 on 310 degrees of freedom
## AIC: 3908.4
##
## Number of Fisher Scoring iterations: 2
##
##
## z test of coefficients:
##
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) -79.72412 16.93679 -4.7072 2.512e-06 ***
## lin1 -0.37763 0.18284 -2.0653 0.03889 *
## lin2 0.87111 0.19492 4.4691 7.854e-06 ***
## postchange -28.07675 24.31545 -1.1547 0.24822
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [1] "28 Regression for rate_xbxcall model2 on 2016-10-11/purple/0-10%"
##
## Call:
## glm(formula = form, data = df)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -0.05847 -0.00064 -0.00006 0.00037 0.33731
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## hour0 2.031e-02 5.101e-03 3.981 7.27e-05 ***
## hour1 1.762e-02 5.101e-03 3.454 0.000573 ***
## hour2 1.388e-02 5.101e-03 2.722 0.006594 **
## hour3 1.103e-02 5.101e-03 2.162 0.030850 *
## hour4 7.305e-03 5.101e-03 1.432 0.152384
## hour5 4.852e-03 5.101e-03 0.951 0.341678
## hour6 2.902e-03 5.101e-03 0.569 0.569517
## hour7 1.530e-03 5.101e-03 0.300 0.764268
## hour8 1.053e-03 5.101e-03 0.206 0.836504
## hour9 7.641e-04 5.101e-03 0.150 0.880951
## hour10 8.667e-04 5.101e-03 0.170 0.865106
## hour11 1.627e-03 5.101e-03 0.319 0.749746
## hour12 3.794e-03 5.101e-03 0.744 0.457156
## hour13 7.746e-03 5.101e-03 1.519 0.129122
## hour14 1.163e-02 5.453e-03 2.133 0.033158 *
## hour15 1.324e-02 5.453e-03 2.428 0.015325 *
## hour16 1.425e-02 5.101e-03 2.793 0.005300 **
## hour17 1.436e-02 5.101e-03 2.816 0.004945 **
## hour18 1.507e-02 5.101e-03 2.954 0.003198 **
## hour19 1.587e-02 5.101e-03 3.111 0.001908 **
## hour20 1.705e-02 5.101e-03 3.342 0.000859 ***
## hour21 1.757e-02 5.101e-03 3.444 0.000593 ***
## hour22 1.797e-02 5.101e-03 3.522 0.000445 ***
## hour23 1.663e-02 5.101e-03 3.260 0.001146 **
## dow2 -6.258e-03 7.214e-03 -0.867 0.385858
## dow3 -2.881e-03 7.010e-03 -0.411 0.681179
## dow4 -2.134e-03 7.214e-03 -0.296 0.767383
## dow5 -4.710e-03 7.214e-03 -0.653 0.513901
## dow6 -4.769e-03 7.214e-03 -0.661 0.508658
## dow7 1.209e-05 7.214e-03 0.002 0.998663
## hour1:dow2 -9.457e-04 1.020e-02 -0.093 0.926159
## hour2:dow2 -1.890e-04 1.020e-02 -0.019 0.985221
## hour3:dow2 5.089e-04 1.020e-02 0.050 0.960220
## hour4:dow2 2.469e-03 1.020e-02 0.242 0.808806
## hour5:dow2 3.538e-03 1.020e-02 0.347 0.728771
## hour6:dow2 4.490e-03 1.020e-02 0.440 0.659939
## hour7:dow2 5.378e-03 1.020e-02 0.527 0.598168
## hour8:dow2 5.699e-03 1.020e-02 0.559 0.576510
## hour9:dow2 5.869e-03 1.020e-02 0.575 0.565165
## hour10:dow2 6.021e-03 1.020e-02 0.590 0.555154
## hour11:dow2 5.576e-03 1.020e-02 0.547 0.584751
## hour12:dow2 4.010e-03 1.020e-02 0.393 0.694313
## hour13:dow2 1.069e-03 1.020e-02 0.105 0.916530
## hour14:dow2 -1.975e-03 1.038e-02 -0.190 0.849152
## hour15:dow2 -2.498e-03 1.038e-02 -0.241 0.809905
## hour16:dow2 -2.355e-03 1.020e-02 -0.231 0.817452
## hour17:dow2 -1.609e-03 1.020e-02 -0.158 0.874674
## hour18:dow2 -1.830e-03 1.020e-02 -0.179 0.857661
## hour19:dow2 -1.311e-03 1.020e-02 -0.129 0.897748
## hour20:dow2 -5.587e-04 1.020e-02 -0.055 0.956335
## hour21:dow2 2.040e-03 1.020e-02 0.200 0.841568
## hour22:dow2 4.722e-03 1.020e-02 0.463 0.643569
## hour23:dow2 7.525e-03 1.020e-02 0.738 0.460879
## hour1:dow3 -1.264e-03 1.006e-02 -0.126 0.900016
## hour2:dow3 -5.599e-04 1.006e-02 -0.056 0.955619
## hour3:dow3 -5.171e-04 1.006e-02 -0.051 0.959006
## hour4:dow3 1.318e-03 1.006e-02 0.131 0.895799
## hour5:dow3 1.960e-03 1.006e-02 0.195 0.845561
## hour6:dow3 2.558e-03 1.006e-02 0.254 0.799274
## hour7:dow3 2.452e-03 1.006e-02 0.244 0.807478
## hour8:dow3 3.051e-03 1.006e-02 0.303 0.761733
## hour9:dow3 3.297e-03 1.006e-02 0.328 0.743120
## hour10:dow3 3.832e-03 1.006e-02 0.381 0.703333
## hour11:dow3 3.584e-03 1.006e-02 0.356 0.721683
## hour12:dow3 1.814e-03 1.006e-02 0.180 0.856880
## hour13:dow3 -1.119e-03 1.006e-02 -0.111 0.911404
## hour14:dow3 -4.560e-03 1.024e-02 -0.445 0.656239
## hour15:dow3 -5.135e-03 1.024e-02 -0.501 0.616185
## hour16:dow3 -5.033e-03 1.006e-02 -0.500 0.616912
## hour17:dow3 -4.638e-03 1.006e-02 -0.461 0.644825
## hour18:dow3 -4.749e-03 1.006e-02 -0.472 0.636904
## hour19:dow3 -3.899e-03 1.006e-02 -0.388 0.698379
## hour20:dow3 -2.567e-03 1.006e-02 -0.255 0.798599
## hour21:dow3 2.057e-04 1.006e-02 0.020 0.983687
## hour22:dow3 2.454e-03 1.006e-02 0.244 0.807275
## hour23:dow3 5.597e-03 1.006e-02 0.556 0.578018
## hour1:dow4 -4.096e-04 1.020e-02 -0.040 0.967981
## hour2:dow4 -3.748e-04 1.020e-02 -0.037 0.970699
## hour3:dow4 -5.826e-04 1.020e-02 -0.057 0.954471
## hour4:dow4 4.617e-04 1.020e-02 0.045 0.963912
## hour5:dow4 5.406e-05 1.020e-02 0.005 0.995772
## hour6:dow4 5.708e-04 1.020e-02 0.056 0.955390
## hour7:dow4 1.313e-03 1.020e-02 0.129 0.897621
## hour8:dow4 1.589e-03 1.020e-02 0.156 0.876253
## hour9:dow4 1.879e-03 1.020e-02 0.184 0.853865
## hour10:dow4 2.144e-03 1.020e-02 0.210 0.833604
## hour11:dow4 2.107e-03 1.020e-02 0.207 0.836410
## hour12:dow4 1.054e-03 1.020e-02 0.103 0.917714
## hour13:dow4 -1.787e-03 1.020e-02 -0.175 0.861005
## hour14:dow4 -5.271e-03 1.038e-02 -0.508 0.611736
## hour15:dow4 -6.176e-03 1.038e-02 -0.595 0.552039
## hour16:dow4 -6.069e-03 1.020e-02 -0.595 0.552000
## hour17:dow4 -5.867e-03 1.020e-02 -0.575 0.565353
## hour18:dow4 -6.119e-03 1.020e-02 -0.600 0.548731
## hour19:dow4 -5.067e-03 1.020e-02 -0.497 0.619523
## hour20:dow4 -4.406e-03 1.020e-02 -0.432 0.665880
## hour21:dow4 -2.001e-03 1.020e-02 -0.196 0.844541
## hour22:dow4 1.371e-03 1.020e-02 0.134 0.893149
## hour23:dow4 3.254e-03 1.020e-02 0.319 0.749827
## hour1:dow5 9.367e-05 1.020e-02 0.009 0.992676
## hour2:dow5 7.729e-04 1.020e-02 0.076 0.939622
## hour3:dow5 2.764e-03 1.020e-02 0.271 0.786462
## hour4:dow5 3.150e-03 1.020e-02 0.309 0.757552
## hour5:dow5 2.714e-03 1.020e-02 0.266 0.790278
## hour6:dow5 3.307e-03 1.020e-02 0.324 0.745854
## hour7:dow5 4.029e-03 1.020e-02 0.395 0.692963
## hour8:dow5 4.144e-03 1.020e-02 0.406 0.684669
## hour9:dow5 4.411e-03 1.020e-02 0.432 0.665538
## hour10:dow5 4.692e-03 1.020e-02 0.460 0.645687
## hour11:dow5 4.367e-03 1.020e-02 0.428 0.668664
## hour12:dow5 2.843e-03 1.020e-02 0.279 0.780533
## hour13:dow5 -2.137e-04 1.020e-02 -0.021 0.983288
## hour14:dow5 -3.616e-03 1.038e-02 -0.348 0.727658
## hour15:dow5 -4.475e-03 1.038e-02 -0.431 0.666556
## hour16:dow5 -4.548e-03 1.020e-02 -0.446 0.655819
## hour17:dow5 -4.161e-03 1.020e-02 -0.408 0.683455
## hour18:dow5 -4.972e-03 1.020e-02 -0.487 0.626049
## hour19:dow5 -3.980e-03 1.020e-02 -0.390 0.696494
## hour20:dow5 -3.266e-03 1.020e-02 -0.320 0.748923
## hour21:dow5 -8.473e-04 1.020e-02 -0.083 0.933822
## hour22:dow5 1.708e-03 1.020e-02 0.167 0.867063
## hour23:dow5 4.015e-03 1.020e-02 0.394 0.693985
## hour1:dow6 3.750e-04 1.020e-02 0.037 0.970682
## hour2:dow6 1.480e-03 1.020e-02 0.145 0.884642
## hour3:dow6 1.925e-03 1.020e-02 0.189 0.850345
## hour4:dow6 4.966e-03 1.020e-02 0.487 0.626490
## hour5:dow6 4.103e-03 1.020e-02 0.402 0.687647
## hour6:dow6 3.856e-03 1.020e-02 0.378 0.705483
## hour7:dow6 4.479e-03 1.020e-02 0.439 0.660683
## hour8:dow6 4.406e-03 1.038e-02 0.424 0.671339
## hour9:dow6 4.722e-03 1.038e-02 0.455 0.649351
## hour10:dow6 5.045e-03 1.038e-02 0.486 0.627105
## hour11:dow6 4.693e-03 1.038e-02 0.452 0.651332
## hour12:dow6 3.311e-03 1.020e-02 0.325 0.745589
## hour13:dow6 6.044e-04 1.020e-02 0.059 0.952763
## hour14:dow6 -2.565e-03 1.038e-02 -0.247 0.804885
## hour15:dow6 -3.289e-03 1.038e-02 -0.317 0.751464
## hour16:dow6 -3.034e-03 1.020e-02 -0.297 0.766233
## hour17:dow6 -2.331e-03 1.020e-02 -0.228 0.819320
## hour18:dow6 4.328e-03 1.020e-02 0.424 0.671489
## hour19:dow6 4.132e-02 1.020e-02 4.051 5.44e-05 ***
## hour20:dow6 5.656e-02 1.038e-02 5.448 6.23e-08 ***
## hour21:dow6 1.837e-03 1.062e-02 0.173 0.862643
## hour22:dow6 8.434e-03 1.038e-02 0.812 0.416750
## hour23:dow6 1.669e-02 1.020e-02 1.636 0.102194
## hour1:dow7 9.078e-04 1.020e-02 0.089 0.929106
## hour2:dow7 1.581e-03 1.020e-02 0.155 0.876879
## hour3:dow7 1.979e-03 1.020e-02 0.194 0.846237
## hour4:dow7 2.230e-03 1.020e-02 0.219 0.827019
## hour5:dow7 7.703e-04 1.020e-02 0.076 0.939823
## hour6:dow7 6.897e-05 1.020e-02 0.007 0.994607
## hour7:dow7 2.129e-04 1.020e-02 0.021 0.983357
## hour8:dow7 -1.213e-05 1.020e-02 -0.001 0.999051
## hour9:dow7 -4.159e-05 1.020e-02 -0.004 0.996748
## hour10:dow7 -2.508e-06 1.020e-02 0.000 0.999804
## hour11:dow7 6.810e-04 1.020e-02 0.067 0.946785
## hour12:dow7 9.673e-04 1.020e-02 0.095 0.924479
## hour13:dow7 1.233e-03 1.020e-02 0.121 0.903828
## hour14:dow7 6.718e-04 1.056e-02 0.064 0.949288
## hour15:dow7 -1.395e-04 1.056e-02 -0.013 0.989459
## hour16:dow7 1.506e-03 1.020e-02 0.148 0.882665
## hour17:dow7 2.210e-03 1.020e-02 0.217 0.828552
## hour18:dow7 2.531e-03 1.020e-02 0.248 0.804133
## hour19:dow7 2.159e-03 1.020e-02 0.212 0.832460
## hour20:dow7 2.053e-03 1.020e-02 0.201 0.840555
## hour21:dow7 2.952e-03 1.020e-02 0.289 0.772343
## hour22:dow7 3.622e-03 1.020e-02 0.355 0.722657
## hour23:dow7 4.778e-03 1.020e-02 0.468 0.639607
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for gaussian family taken to be 0.0002081437)
##
## Null deviance: 0.43886 on 1333 degrees of freedom
## Residual deviance: 0.24249 on 1165 degrees of freedom
## AIC: -7358.9
##
## Number of Fisher Scoring iterations: 2
##
##
## z test of coefficients:
##
## Estimate Std. Error z value Pr(>|z|)
## hour0 2.0309e-02 1.1345e-03 17.9005 < 2.2e-16 ***
## hour1 1.7617e-02 9.2914e-04 18.9604 < 2.2e-16 ***
## hour2 1.3882e-02 5.9883e-04 23.1823 < 2.2e-16 ***
## hour3 1.1026e-02 6.0899e-04 18.1055 < 2.2e-16 ***
## hour4 7.3048e-03 3.5651e-04 20.4895 < 2.2e-16 ***
## hour5 4.8521e-03 2.5571e-04 18.9749 < 2.2e-16 ***
## hour6 2.9020e-03 2.0588e-04 14.0953 < 2.2e-16 ***
## hour7 1.5300e-03 9.4710e-05 16.1544 < 2.2e-16 ***
## hour8 1.0529e-03 9.2902e-05 11.3331 < 2.2e-16 ***
## hour9 7.6408e-04 4.0435e-05 18.8965 < 2.2e-16 ***
## hour10 8.6670e-04 5.9790e-05 14.4958 < 2.2e-16 ***
## hour11 1.6274e-03 1.2420e-04 13.1026 < 2.2e-16 ***
## hour12 3.7939e-03 2.1452e-04 17.6857 < 2.2e-16 ***
## hour13 7.7463e-03 4.2726e-04 18.1300 < 2.2e-16 ***
## hour14 1.1630e-02 6.3014e-04 18.4553 < 2.2e-16 ***
## hour15 1.3241e-02 8.7064e-04 15.2082 < 2.2e-16 ***
## hour16 1.4249e-02 6.0868e-04 23.4092 < 2.2e-16 ***
## hour17 1.4364e-02 5.4030e-04 26.5846 < 2.2e-16 ***
## hour18 1.5069e-02 6.3746e-04 23.6386 < 2.2e-16 ***
## hour19 1.5870e-02 3.3721e-04 47.0630 < 2.2e-16 ***
## hour20 1.7045e-02 6.4479e-04 26.4354 < 2.2e-16 ***
## hour21 1.7568e-02 6.5895e-04 26.6614 < 2.2e-16 ***
## hour22 1.7966e-02 7.6959e-04 23.3450 < 2.2e-16 ***
## hour23 1.6629e-02 6.4631e-04 25.7289 < 2.2e-16 ***
## dow2 -6.2576e-03 1.3820e-03 -4.5281 5.952e-06 ***
## dow3 -2.8810e-03 1.4546e-03 -1.9806 0.0476411 *
## dow4 -2.1343e-03 1.6404e-03 -1.3011 0.1932233
## dow5 -4.7103e-03 1.2693e-03 -3.7108 0.0002066 ***
## dow6 -4.7691e-03 1.3283e-03 -3.5903 0.0003303 ***
## dow7 1.2093e-05 1.5803e-03 0.0077 0.9938943
## hour1:dow2 -9.4567e-04 1.8286e-03 -0.5172 0.6050471
## hour2:dow2 -1.8902e-04 1.6132e-03 -0.1172 0.9067267
## hour3:dow2 5.0894e-04 1.5413e-03 0.3302 0.7412481
## hour4:dow2 2.4690e-03 1.4455e-03 1.7080 0.0876339 .
## hour5:dow2 3.5384e-03 1.4184e-03 2.4946 0.0126089 *
## hour6:dow2 4.4898e-03 1.4025e-03 3.2012 0.0013685 **
## hour7:dow2 5.3781e-03 1.3865e-03 3.8789 0.0001049 ***
## hour8:dow2 5.6991e-03 1.3861e-03 4.1114 3.932e-05 ***
## hour9:dow2 5.8695e-03 1.3828e-03 4.2446 2.190e-05 ***
## hour10:dow2 6.0212e-03 1.3839e-03 4.3508 1.356e-05 ***
## hour11:dow2 5.5763e-03 1.3889e-03 4.0148 5.948e-05 ***
## hour12:dow2 4.0103e-03 1.4000e-03 2.8645 0.0041762 **
## hour13:dow2 1.0694e-03 1.4513e-03 0.7368 0.4612162
## hour14:dow2 -1.9751e-03 1.5262e-03 -1.2941 0.1956182
## hour15:dow2 -2.4980e-03 1.6514e-03 -1.5126 0.1303736
## hour16:dow2 -2.3553e-03 1.5419e-03 -1.5275 0.1266351
## hour17:dow2 -1.6094e-03 1.5184e-03 -1.0599 0.2891693
## hour18:dow2 -1.8301e-03 1.5517e-03 -1.1794 0.2382383
## hour19:dow2 -1.3113e-03 1.4535e-03 -0.9021 0.3669939
## hour20:dow2 -5.5869e-04 1.5972e-03 -0.3498 0.7264968
## hour21:dow2 2.0396e-03 1.7163e-03 1.1884 0.2346735
## hour22:dow2 4.7216e-03 1.8213e-03 2.5924 0.0095299 **
## hour23:dow2 7.5251e-03 1.8871e-03 3.9876 6.673e-05 ***
## hour1:dow3 -1.2641e-03 1.8821e-03 -0.6717 0.5018053
## hour2:dow3 -5.5991e-04 1.6888e-03 -0.3315 0.7402305
## hour3:dow3 -5.1714e-04 1.6248e-03 -0.3183 0.7502744
## hour4:dow3 1.3177e-03 1.5225e-03 0.8655 0.3867812
## hour5:dow3 1.9598e-03 1.6885e-03 1.1606 0.2457972
## hour6:dow3 2.5584e-03 1.7805e-03 1.4369 0.1507498
## hour7:dow3 2.4517e-03 1.4717e-03 1.6659 0.0957238 .
## hour8:dow3 3.0506e-03 1.5928e-03 1.9152 0.0554670 .
## hour9:dow3 3.2973e-03 1.5561e-03 2.1190 0.0340899 *
## hour10:dow3 3.8316e-03 1.6468e-03 2.3267 0.0199821 *
## hour11:dow3 3.5839e-03 1.6401e-03 2.1852 0.0288711 *
## hour12:dow3 1.8145e-03 1.5364e-03 1.1810 0.2375924
## hour13:dow3 -1.1195e-03 1.5954e-03 -0.7017 0.4828666
## hour14:dow3 -4.5600e-03 1.6325e-03 -2.7932 0.0052187 **
## hour15:dow3 -5.1353e-03 1.7565e-03 -2.9237 0.0034592 **
## hour16:dow3 -5.0331e-03 1.6214e-03 -3.1041 0.0019086 **
## hour17:dow3 -4.6380e-03 1.5967e-03 -2.9048 0.0036750 **
## hour18:dow3 -4.7494e-03 1.6728e-03 -2.8391 0.0045234 **
## hour19:dow3 -3.8989e-03 1.6353e-03 -2.3841 0.0171186 *
## hour20:dow3 -2.5672e-03 1.8119e-03 -1.4169 0.1565192
## hour21:dow3 2.0571e-04 1.9572e-03 0.1051 0.9162896
## hour22:dow3 2.4543e-03 2.1607e-03 1.1359 0.2559961
## hour23:dow3 5.5971e-03 2.4552e-03 2.2797 0.0226262 *
## hour1:dow4 -4.0959e-04 2.4212e-03 -0.1692 0.8656631
## hour2:dow4 -3.7480e-04 1.8535e-03 -0.2022 0.8397484
## hour3:dow4 -5.8256e-04 1.7978e-03 -0.3240 0.7459052
## hour4:dow4 4.6167e-04 1.6922e-03 0.2728 0.7849906
## hour5:dow4 5.4065e-05 1.6637e-03 0.0325 0.9740765
## hour6:dow4 5.7080e-04 1.6548e-03 0.3449 0.7301509
## hour7:dow4 1.3129e-03 1.6445e-03 0.7983 0.4246785
## hour8:dow4 1.5889e-03 1.6435e-03 0.9668 0.3336278
## hour9:dow4 1.8794e-03 1.6414e-03 1.1450 0.2522142
## hour10:dow4 2.1436e-03 1.6422e-03 1.3054 0.1917706
## hour11:dow4 2.1070e-03 1.6481e-03 1.2784 0.2011090
## hour12:dow4 1.0542e-03 1.6629e-03 0.6339 0.5261283
## hour13:dow4 -1.7866e-03 1.6996e-03 -1.0512 0.2931503
## hour14:dow4 -5.2714e-03 1.7637e-03 -2.9888 0.0028005 **
## hour15:dow4 -6.1761e-03 1.8601e-03 -3.3203 0.0008991 ***
## hour16:dow4 -6.0693e-03 1.7547e-03 -3.4589 0.0005424 ***
## hour17:dow4 -5.8666e-03 1.7380e-03 -3.3755 0.0007368 ***
## hour18:dow4 -6.1193e-03 1.7704e-03 -3.4565 0.0005472 ***
## hour19:dow4 -5.0667e-03 1.6858e-03 -3.0055 0.0026518 **
## hour20:dow4 -4.4063e-03 1.7697e-03 -2.4898 0.0127810 *
## hour21:dow4 -2.0008e-03 1.8342e-03 -1.0909 0.2753332
## hour22:dow4 1.3706e-03 2.0220e-03 0.6778 0.4978711
## hour23:dow4 3.2537e-03 1.8919e-03 1.7198 0.0854624 .
## hour1:dow5 9.3670e-05 1.6079e-03 0.0583 0.9535439
## hour2:dow5 7.7288e-04 1.4234e-03 0.5430 0.5871541
## hour3:dow5 2.7643e-03 2.3900e-03 1.1566 0.2474196
## hour4:dow5 3.1499e-03 1.5934e-03 1.9768 0.0480626 *
## hour5:dow5 2.7137e-03 1.3051e-03 2.0792 0.0375951 *
## hour6:dow5 3.3072e-03 1.2874e-03 2.5688 0.0102045 *
## hour7:dow5 4.0290e-03 1.2741e-03 3.1623 0.0015654 **
## hour8:dow5 4.1439e-03 1.2732e-03 3.2548 0.0011347 **
## hour9:dow5 4.4111e-03 1.2704e-03 3.4722 0.0005163 ***
## hour10:dow5 4.6915e-03 1.2718e-03 3.6888 0.0002253 ***
## hour11:dow5 4.3672e-03 1.2769e-03 3.4202 0.0006258 ***
## hour12:dow5 2.8431e-03 1.2902e-03 2.2035 0.0275581 *
## hour13:dow5 -2.1374e-04 1.3419e-03 -0.1593 0.8734458
## hour14:dow5 -3.6164e-03 1.4191e-03 -2.5483 0.0108249 *
## hour15:dow5 -4.4746e-03 1.5453e-03 -2.8956 0.0037842 **
## hour16:dow5 -4.5479e-03 1.4197e-03 -3.2034 0.0013580 **
## hour17:dow5 -4.1608e-03 1.3825e-03 -3.0095 0.0026165 **
## hour18:dow5 -4.9725e-03 1.4774e-03 -3.3658 0.0007632 ***
## hour19:dow5 -3.9802e-03 1.3351e-03 -2.9811 0.0028719 **
## hour20:dow5 -3.2659e-03 1.4538e-03 -2.2464 0.0246776 *
## hour21:dow5 -8.4730e-04 1.4577e-03 -0.5813 0.5610720
## hour22:dow5 1.7080e-03 1.6174e-03 1.0560 0.2909461
## hour23:dow5 4.0148e-03 1.5792e-03 2.5423 0.0110114 *
## hour1:dow6 3.7502e-04 1.7725e-03 0.2116 0.8324374
## hour2:dow6 1.4804e-03 1.5823e-03 0.9356 0.3494548
## hour3:dow6 1.9252e-03 1.5419e-03 1.2486 0.2118032
## hour4:dow6 4.9661e-03 1.6033e-03 3.0974 0.0019524 **
## hour5:dow6 4.1026e-03 1.4329e-03 2.8631 0.0041946 **
## hour6:dow6 3.8564e-03 1.3629e-03 2.8296 0.0046609 **
## hour7:dow6 4.4793e-03 1.3345e-03 3.3564 0.0007895 ***
## hour8:dow6 4.4064e-03 1.3329e-03 3.3060 0.0009465 ***
## hour9:dow6 4.7216e-03 1.3305e-03 3.5487 0.0003871 ***
## hour10:dow6 5.0450e-03 1.3327e-03 3.7855 0.0001534 ***
## hour11:dow6 4.6930e-03 1.3442e-03 3.4912 0.0004808 ***
## hour12:dow6 3.3108e-03 1.3525e-03 2.4479 0.0143691 *
## hour13:dow6 6.0444e-04 1.4036e-03 0.4306 0.6667291
## hour14:dow6 -2.5653e-03 1.4832e-03 -1.7296 0.0836998 .
## hour15:dow6 -3.2889e-03 1.6037e-03 -2.0508 0.0402899 *
## hour16:dow6 -3.0337e-03 1.4933e-03 -2.0315 0.0422040 *
## hour17:dow6 -2.3308e-03 1.4864e-03 -1.5681 0.1168685
## hour18:dow6 4.3276e-03 6.9329e-03 0.6242 0.5324829
## hour19:dow6 4.1324e-02 4.2602e-02 0.9700 0.3320498
## hour20:dow6 5.6557e-02 5.5700e-02 1.0154 0.3099187
## hour21:dow6 1.8375e-03 1.6110e-03 1.1406 0.2540419
## hour22:dow6 8.4341e-03 3.6618e-03 2.3033 0.0212632 *
## hour23:dow6 1.6686e-02 6.2401e-03 2.6739 0.0074966 **
## hour1:dow7 9.0782e-04 2.4027e-03 0.3778 0.7055481
## hour2:dow7 1.5808e-03 2.0349e-03 0.7769 0.4372323
## hour3:dow7 1.9787e-03 1.9691e-03 1.0049 0.3149375
## hour4:dow7 2.2298e-03 1.8048e-03 1.2355 0.2166388
## hour5:dow7 7.7031e-04 1.6413e-03 0.4693 0.6388458
## hour6:dow7 6.8964e-05 1.6032e-03 0.0430 0.9656873
## hour7:dow7 2.1285e-04 1.5869e-03 0.1341 0.8932961
## hour8:dow7 -1.2132e-05 1.5842e-03 -0.0077 0.9938899
## hour9:dow7 -4.1591e-05 1.5838e-03 -0.0263 0.9790498
## hour10:dow7 -2.5080e-06 1.5827e-03 -0.0016 0.9987356
## hour11:dow7 6.8105e-04 1.5969e-03 0.4265 0.6697559
## hour12:dow7 9.6725e-04 1.6192e-03 0.5974 0.5502606
## hour13:dow7 1.2329e-03 1.7019e-03 0.7244 0.4687951
## hour14:dow7 6.7175e-04 1.8424e-03 0.3646 0.7154098
## hour15:dow7 -1.3954e-04 1.8660e-03 -0.0748 0.9403889
## hour16:dow7 1.5060e-03 1.8237e-03 0.8258 0.4089343
## hour17:dow7 2.2097e-03 1.8447e-03 1.1979 0.2309718
## hour18:dow7 2.5306e-03 1.8269e-03 1.3852 0.1659916
## hour19:dow7 2.1586e-03 1.7560e-03 1.2293 0.2189721
## hour20:dow7 2.0529e-03 1.9016e-03 1.0795 0.2803555
## hour21:dow7 2.9521e-03 2.1098e-03 1.3993 0.1617379
## hour22:dow7 3.6215e-03 2.0810e-03 1.7403 0.0818083 .
## hour23:dow7 4.7781e-03 2.0067e-03 2.3811 0.0172628 *
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Call:
## glm(formula = form, data = df)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -0.051067 -0.000251 0.000374 0.000858 0.013598
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 6.155e-04 7.400e-04 0.832 0.406
## lin1 6.948e-06 8.074e-06 0.861 0.390
## lin2 3.032e-06 7.298e-06 0.415 0.678
## postchange -1.616e-03 1.025e-03 -1.577 0.116
##
## (Dispersion parameter for gaussian family taken to be 2.142515e-05)
##
## Null deviance: 0.0069934 on 326 degrees of freedom
## Residual deviance: 0.0069203 on 323 degrees of freedom
## AIC: -2581.6
##
## Number of Fisher Scoring iterations: 2
##
##
## z test of coefficients:
##
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) 6.1547e-04 3.7962e-04 1.6213 0.104963
## lin1 6.9480e-06 2.6329e-06 2.6389 0.008319 **
## lin2 3.0316e-06 2.9395e-06 1.0313 0.302378
## postchange -1.6165e-03 5.4588e-04 -2.9612 0.003064 **
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [1] "29 Regression for rate_xbxcall model2 on 2016-10-18/purple/10-30%"
##
## Call:
## glm(formula = form, data = df)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -0.05831 -0.00073 -0.00008 0.00043 0.33747
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## hour0 2.013e-02 5.515e-03 3.650 0.000274 ***
## hour1 1.759e-02 5.515e-03 3.190 0.001462 **
## hour2 1.399e-02 5.515e-03 2.536 0.011332 *
## hour3 1.125e-02 5.515e-03 2.040 0.041549 *
## hour4 7.326e-03 5.515e-03 1.329 0.184261
## hour5 4.877e-03 5.515e-03 0.884 0.376690
## hour6 2.933e-03 5.515e-03 0.532 0.594954
## hour7 1.463e-03 5.515e-03 0.265 0.790825
## hour8 1.033e-03 5.515e-03 0.187 0.851473
## hour9 7.308e-04 5.515e-03 0.133 0.894589
## hour10 8.474e-04 5.515e-03 0.154 0.877896
## hour11 1.563e-03 5.515e-03 0.283 0.776893
## hour12 3.728e-03 5.515e-03 0.676 0.499184
## hour13 7.574e-03 5.515e-03 1.373 0.169881
## hour14 1.158e-02 5.956e-03 1.945 0.052034 .
## hour15 1.312e-02 5.956e-03 2.202 0.027844 *
## hour16 1.256e-02 5.158e-03 2.434 0.015086 *
## hour17 1.465e-02 5.158e-03 2.839 0.004599 **
## hour18 1.520e-02 5.158e-03 2.948 0.003268 **
## hour19 1.592e-02 5.158e-03 3.086 0.002074 **
## hour20 1.692e-02 5.158e-03 3.281 0.001067 **
## hour21 1.729e-02 5.158e-03 3.352 0.000830 ***
## hour22 1.781e-02 5.158e-03 3.452 0.000577 ***
## hour23 1.668e-02 5.158e-03 3.234 0.001257 **
## dow2 -5.830e-03 7.551e-03 -0.772 0.440258
## dow3 -2.411e-03 7.353e-03 -0.328 0.743052
## dow4 -1.898e-03 7.551e-03 -0.251 0.801615
## dow5 -4.617e-03 7.551e-03 -0.611 0.541074
## dow6 -4.582e-03 7.551e-03 -0.607 0.544126
## dow7 -6.845e-05 7.551e-03 -0.009 0.992769
## hour1:dow2 -1.169e-03 1.068e-02 -0.109 0.912834
## hour2:dow2 -6.008e-04 1.068e-02 -0.056 0.955141
## hour3:dow2 5.311e-06 1.068e-02 0.000 0.999603
## hour4:dow2 2.187e-03 1.068e-02 0.205 0.837777
## hour5:dow2 3.296e-03 1.068e-02 0.309 0.757618
## hour6:dow2 4.147e-03 1.068e-02 0.388 0.697847
## hour7:dow2 5.042e-03 1.068e-02 0.472 0.636900
## hour8:dow2 5.301e-03 1.068e-02 0.496 0.619703
## hour9:dow2 5.471e-03 1.068e-02 0.512 0.608545
## hour10:dow2 5.595e-03 1.068e-02 0.524 0.600417
## hour11:dow2 5.217e-03 1.068e-02 0.489 0.625289
## hour12:dow2 3.606e-03 1.068e-02 0.338 0.735694
## hour13:dow2 7.833e-04 1.068e-02 0.073 0.941540
## hour14:dow2 -2.324e-03 1.091e-02 -0.213 0.831426
## hour15:dow2 -2.841e-03 1.091e-02 -0.260 0.794683
## hour16:dow2 -1.332e-03 1.050e-02 -0.127 0.899064
## hour17:dow2 -2.480e-03 1.050e-02 -0.236 0.813322
## hour18:dow2 -2.541e-03 1.050e-02 -0.242 0.808831
## hour19:dow2 -2.061e-03 1.050e-02 -0.196 0.844409
## hour20:dow2 -1.303e-03 1.050e-02 -0.124 0.901282
## hour21:dow2 1.069e-03 1.050e-02 0.102 0.918947
## hour22:dow2 3.699e-03 1.050e-02 0.352 0.724683
## hour23:dow2 6.339e-03 1.050e-02 0.604 0.546105
## hour1:dow3 -1.347e-03 1.054e-02 -0.128 0.898351
## hour2:dow3 -8.111e-04 1.054e-02 -0.077 0.938668
## hour3:dow3 -9.568e-04 1.054e-02 -0.091 0.927681
## hour4:dow3 1.036e-03 1.054e-02 0.098 0.921690
## hour5:dow3 1.712e-03 1.054e-02 0.162 0.871003
## hour6:dow3 2.205e-03 1.054e-02 0.209 0.834345
## hour7:dow3 2.090e-03 1.054e-02 0.198 0.842842
## hour8:dow3 2.611e-03 1.054e-02 0.248 0.804376
## hour9:dow3 2.843e-03 1.054e-02 0.270 0.787400
## hour10:dow3 3.321e-03 1.054e-02 0.315 0.752742
## hour11:dow3 3.175e-03 1.054e-02 0.301 0.763303
## hour12:dow3 1.400e-03 1.054e-02 0.133 0.894331
## hour13:dow3 -1.466e-03 1.054e-02 -0.139 0.889421
## hour14:dow3 -4.863e-03 1.078e-02 -0.451 0.651911
## hour15:dow3 -5.406e-03 1.078e-02 -0.502 0.616010
## hour16:dow3 -3.766e-03 1.036e-02 -0.364 0.716260
## hour17:dow3 -5.186e-03 1.036e-02 -0.501 0.616701
## hour18:dow3 -5.127e-03 1.036e-02 -0.495 0.620695
## hour19:dow3 -4.379e-03 1.036e-02 -0.423 0.672523
## hour20:dow3 -3.053e-03 1.036e-02 -0.295 0.768259
## hour21:dow3 -3.896e-04 1.036e-02 -0.038 0.970001
## hour22:dow3 1.838e-03 1.036e-02 0.177 0.859165
## hour23:dow3 4.971e-03 1.036e-02 0.480 0.631377
## hour1:dow4 -4.684e-04 1.068e-02 -0.044 0.965023
## hour2:dow4 -5.766e-04 1.068e-02 -0.054 0.956948
## hour3:dow4 -9.559e-04 1.068e-02 -0.090 0.928687
## hour4:dow4 2.853e-04 1.068e-02 0.027 0.978690
## hour5:dow4 -1.179e-04 1.068e-02 -0.011 0.991194
## hour6:dow4 3.295e-04 1.068e-02 0.031 0.975391
## hour7:dow4 1.191e-03 1.068e-02 0.112 0.911236
## hour8:dow4 1.373e-03 1.068e-02 0.129 0.897731
## hour9:dow4 1.689e-03 1.068e-02 0.158 0.874389
## hour10:dow4 1.894e-03 1.068e-02 0.177 0.859270
## hour11:dow4 1.891e-03 1.068e-02 0.177 0.859484
## hour12:dow4 8.138e-04 1.068e-02 0.076 0.939271
## hour13:dow4 -1.945e-03 1.068e-02 -0.182 0.855508
## hour14:dow4 -5.522e-03 1.091e-02 -0.506 0.613001
## hour15:dow4 -6.398e-03 1.091e-02 -0.586 0.557824
## hour16:dow4 -4.731e-03 1.050e-02 -0.451 0.652388
## hour17:dow4 -6.472e-03 1.050e-02 -0.616 0.537757
## hour18:dow4 -6.494e-03 1.050e-02 -0.618 0.536369
## hour19:dow4 -5.523e-03 1.050e-02 -0.526 0.598987
## hour20:dow4 -4.709e-03 1.050e-02 -0.449 0.653860
## hour21:dow4 -2.266e-03 1.050e-02 -0.216 0.829148
## hour22:dow4 1.040e-03 1.050e-02 0.099 0.921104
## hour23:dow4 2.780e-03 1.050e-02 0.265 0.791252
## hour1:dow5 2.937e-04 1.068e-02 0.028 0.978064
## hour2:dow5 6.539e-04 1.068e-02 0.061 0.951185
## hour3:dow5 2.601e-03 1.068e-02 0.244 0.807634
## hour4:dow5 3.114e-03 1.068e-02 0.292 0.770616
## hour5:dow5 2.842e-03 1.068e-02 0.266 0.790165
## hour6:dow5 3.360e-03 1.068e-02 0.315 0.753073
## hour7:dow5 4.039e-03 1.068e-02 0.378 0.705304
## hour8:dow5 4.098e-03 1.068e-02 0.384 0.701227
## hour9:dow5 4.363e-03 1.068e-02 0.409 0.682906
## hour10:dow5 4.575e-03 1.068e-02 0.428 0.668418
## hour11:dow5 4.272e-03 1.068e-02 0.400 0.689178
## hour12:dow5 2.758e-03 1.068e-02 0.258 0.796282
## hour13:dow5 -2.302e-04 1.068e-02 -0.022 0.982804
## hour14:dow5 -3.683e-03 1.091e-02 -0.337 0.735809
## hour15:dow5 -4.470e-03 1.091e-02 -0.410 0.682201
## hour16:dow5 -3.052e-03 1.050e-02 -0.291 0.771376
## hour17:dow5 -4.483e-03 1.050e-02 -0.427 0.669468
## hour18:dow5 -5.108e-03 1.050e-02 -0.487 0.626681
## hour19:dow5 -4.163e-03 1.050e-02 -0.396 0.691817
## hour20:dow5 -3.405e-03 1.050e-02 -0.324 0.745784
## hour21:dow5 -9.999e-04 1.050e-02 -0.095 0.924143
## hour22:dow5 1.392e-03 1.050e-02 0.133 0.894558
## hour23:dow5 3.513e-03 1.050e-02 0.335 0.737982
## hour1:dow6 1.934e-04 1.068e-02 0.018 0.985553
## hour2:dow6 1.698e-03 1.068e-02 0.159 0.873713
## hour3:dow6 1.896e-03 1.068e-02 0.178 0.859082
## hour4:dow6 4.752e-03 1.068e-02 0.445 0.656401
## hour5:dow6 3.994e-03 1.068e-02 0.374 0.708494
## hour6:dow6 3.649e-03 1.068e-02 0.342 0.732612
## hour7:dow6 4.363e-03 1.068e-02 0.409 0.682913
## hour8:dow6 4.283e-03 1.086e-02 0.395 0.693232
## hour9:dow6 4.514e-03 1.086e-02 0.416 0.677611
## hour10:dow6 4.797e-03 1.086e-02 0.442 0.658624
## hour11:dow6 4.352e-03 1.086e-02 0.401 0.688550
## hour12:dow6 3.065e-03 1.068e-02 0.287 0.774144
## hour13:dow6 4.929e-04 1.068e-02 0.046 0.963196
## hour14:dow6 -2.681e-03 1.091e-02 -0.246 0.806007
## hour15:dow6 -3.223e-03 1.091e-02 -0.295 0.767775
## hour16:dow6 -1.532e-03 1.050e-02 -0.146 0.884041
## hour17:dow6 -2.761e-03 1.050e-02 -0.263 0.792658
## hour18:dow6 3.982e-03 1.050e-02 0.379 0.704571
## hour19:dow6 4.085e-02 1.050e-02 3.891 0.000106 ***
## hour20:dow6 5.633e-02 1.068e-02 5.275 1.58e-07 ***
## hour21:dow6 1.481e-03 1.091e-02 0.136 0.892106
## hour22:dow6 8.081e-03 1.068e-02 0.757 0.449375
## hour23:dow6 1.623e-02 1.050e-02 1.546 0.122416
## hour1:dow7 7.663e-04 1.068e-02 0.072 0.942807
## hour2:dow7 1.789e-03 1.068e-02 0.167 0.867019
## hour3:dow7 2.020e-03 1.068e-02 0.189 0.850002
## hour4:dow7 2.909e-03 1.068e-02 0.272 0.785354
## hour5:dow7 1.519e-03 1.068e-02 0.142 0.886935
## hour6:dow7 3.895e-04 1.068e-02 0.036 0.970910
## hour7:dow7 5.531e-04 1.068e-02 0.052 0.958700
## hour8:dow7 1.334e-04 1.068e-02 0.012 0.990037
## hour9:dow7 3.863e-04 1.068e-02 0.036 0.971150
## hour10:dow7 8.336e-04 1.068e-02 0.078 0.937791
## hour11:dow7 6.515e-04 1.068e-02 0.061 0.951365
## hour12:dow7 7.367e-04 1.068e-02 0.069 0.945010
## hour13:dow7 7.989e-04 1.068e-02 0.075 0.940376
## hour14:dow7 1.934e-04 1.109e-02 0.017 0.986083
## hour15:dow7 1.254e-04 1.109e-02 0.011 0.990978
## hour16:dow7 2.975e-03 1.050e-02 0.283 0.776955
## hour17:dow7 1.907e-03 1.068e-02 0.179 0.858281
## hour18:dow7 2.427e-03 1.068e-02 0.227 0.820263
## hour19:dow7 2.303e-03 1.068e-02 0.216 0.829302
## hour20:dow7 2.332e-03 1.068e-02 0.218 0.827149
## hour21:dow7 3.606e-03 1.068e-02 0.338 0.735637
## hour22:dow7 3.942e-03 1.068e-02 0.369 0.712065
## hour23:dow7 5.145e-03 1.068e-02 0.482 0.630065
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for gaussian family taken to be 0.0002128696)
##
## Null deviance: 0.43365 on 1310 degrees of freedom
## Residual deviance: 0.24310 on 1142 degrees of freedom
## AIC: -7200
##
## Number of Fisher Scoring iterations: 2
##
##
## z test of coefficients:
##
## Estimate Std. Error z value Pr(>|z|)
## hour0 2.0128e-02 1.2816e-03 15.7050 < 2.2e-16 ***
## hour1 1.7591e-02 1.0628e-03 16.5514 < 2.2e-16 ***
## hour2 1.3987e-02 6.7467e-04 20.7316 < 2.2e-16 ***
## hour3 1.1251e-02 6.4735e-04 17.3808 < 2.2e-16 ***
## hour4 7.3263e-03 4.0722e-04 17.9912 < 2.2e-16 ***
## hour5 4.8768e-03 2.9124e-04 16.7450 < 2.2e-16 ***
## hour6 2.9327e-03 2.3294e-04 12.5899 < 2.2e-16 ***
## hour7 1.4630e-03 7.6590e-05 19.1019 < 2.2e-16 ***
## hour8 1.0328e-03 1.0379e-04 9.9509 < 2.2e-16 ***
## hour9 7.3084e-04 2.6312e-05 27.7753 < 2.2e-16 ***
## hour10 8.4742e-04 6.4761e-05 13.0854 < 2.2e-16 ***
## hour11 1.5630e-03 1.2152e-04 12.8627 < 2.2e-16 ***
## hour12 3.7278e-03 2.3351e-04 15.9644 < 2.2e-16 ***
## hour13 7.5739e-03 4.4732e-04 16.9318 < 2.2e-16 ***
## hour14 1.1584e-02 7.3425e-04 15.7772 < 2.2e-16 ***
## hour15 1.3118e-02 1.0070e-03 13.0264 < 2.2e-16 ***
## hour16 1.2555e-02 1.7213e-03 7.2939 3.01e-13 ***
## hour17 1.4647e-02 5.8892e-04 24.8710 < 2.2e-16 ***
## hour18 1.5205e-02 6.6207e-04 22.9650 < 2.2e-16 ***
## hour19 1.5921e-02 3.3778e-04 47.1341 < 2.2e-16 ***
## hour20 1.6922e-02 6.5386e-04 25.8806 < 2.2e-16 ***
## hour21 1.7289e-02 6.3405e-04 27.2675 < 2.2e-16 ***
## hour22 1.7806e-02 7.5572e-04 23.5617 < 2.2e-16 ***
## hour23 1.6680e-02 6.4436e-04 25.8868 < 2.2e-16 ***
## dow2 -5.8296e-03 1.5229e-03 -3.8281 0.0001292 ***
## dow3 -2.4109e-03 1.5279e-03 -1.5779 0.1145887
## dow4 -1.8977e-03 1.7321e-03 -1.0956 0.2732474
## dow5 -4.6165e-03 1.4062e-03 -3.2830 0.0010270 **
## dow6 -4.5817e-03 1.4568e-03 -3.1451 0.0016601 **
## dow7 -6.8449e-05 1.6846e-03 -0.0406 0.9675897
## hour1:dow2 -1.1692e-03 2.0176e-03 -0.5795 0.5622451
## hour2:dow2 -6.0084e-04 1.7728e-03 -0.3389 0.7346661
## hour3:dow2 5.3112e-06 1.6917e-03 0.0031 0.9974949
## hour4:dow2 2.1869e-03 1.6155e-03 1.3537 0.1758336
## hour5:dow2 3.2964e-03 1.5721e-03 2.0968 0.0360135 *
## hour6:dow2 4.1469e-03 1.5469e-03 2.6807 0.0073458 **
## hour7:dow2 5.0422e-03 1.5265e-03 3.3032 0.0009560 ***
## hour8:dow2 5.3010e-03 1.5274e-03 3.4707 0.0005191 ***
## hour9:dow2 5.4707e-03 1.5233e-03 3.5913 0.0003291 ***
## hour10:dow2 5.5951e-03 1.5250e-03 3.6689 0.0002436 ***
## hour11:dow2 5.2166e-03 1.5290e-03 3.4118 0.0006453 ***
## hour12:dow2 3.6056e-03 1.5427e-03 2.3373 0.0194240 *
## hour13:dow2 7.8330e-04 1.5921e-03 0.4920 0.6227252
## hour14:dow2 -2.3237e-03 1.6965e-03 -1.3697 0.1707716
## hour15:dow2 -2.8407e-03 1.8431e-03 -1.5413 0.1232381
## hour16:dow2 -1.3321e-03 2.3143e-03 -0.5756 0.5649066
## hour17:dow2 -2.4799e-03 1.6551e-03 -1.4984 0.1340392
## hour18:dow2 -2.5407e-03 1.6847e-03 -1.5081 0.1315275
## hour19:dow2 -2.0610e-03 1.5861e-03 -1.2994 0.1938043
## hour20:dow2 -1.3027e-03 1.7050e-03 -0.7640 0.4448507
## hour21:dow2 1.0687e-03 1.7367e-03 0.6153 0.5383401
## hour22:dow2 3.6989e-03 1.7745e-03 2.0844 0.0371228 *
## hour23:dow2 6.3394e-03 1.7839e-03 3.5537 0.0003799 ***
## hour1:dow3 -1.3467e-03 2.0293e-03 -0.6636 0.5069324
## hour2:dow3 -8.1113e-04 1.8203e-03 -0.4456 0.6558904
## hour3:dow3 -9.5680e-04 1.7279e-03 -0.5537 0.5797523
## hour4:dow3 1.0363e-03 1.6121e-03 0.6429 0.5203193
## hour5:dow3 1.7118e-03 1.7508e-03 0.9778 0.3281931
## hour6:dow3 2.2046e-03 1.8360e-03 1.2008 0.2298321
## hour7:dow3 2.0900e-03 1.5427e-03 1.3548 0.1754780
## hour8:dow3 2.6111e-03 1.6604e-03 1.5726 0.1158213
## hour9:dow3 2.8430e-03 1.6256e-03 1.7489 0.0803102 .
## hour10:dow3 3.3210e-03 1.7182e-03 1.9329 0.0532545 .
## hour11:dow3 3.1747e-03 1.7060e-03 1.8609 0.0627574 .
## hour12:dow3 1.4002e-03 1.6095e-03 0.8700 0.3843175
## hour13:dow3 -1.4657e-03 1.6709e-03 -0.8772 0.3803777
## hour14:dow3 -4.8630e-03 1.7377e-03 -2.7985 0.0051342 **
## hour15:dow3 -5.4064e-03 1.8866e-03 -2.8657 0.0041606 **
## hour16:dow3 -3.7655e-03 2.3320e-03 -1.6148 0.1063642
## hour17:dow3 -5.1857e-03 1.6833e-03 -3.0807 0.0020653 **
## hour18:dow3 -5.1270e-03 1.7389e-03 -2.9484 0.0031945 **
## hour19:dow3 -4.3792e-03 1.6983e-03 -2.5786 0.0099211 **
## hour20:dow3 -3.0526e-03 1.8925e-03 -1.6130 0.1067365
## hour21:dow3 -3.8961e-04 2.0838e-03 -0.1870 0.8516814
## hour22:dow3 1.8382e-03 2.2749e-03 0.8080 0.4190675
## hour23:dow3 4.9708e-03 2.5215e-03 1.9714 0.0486789 *
## hour1:dow4 -4.6839e-04 2.5178e-03 -0.1860 0.8524214
## hour2:dow4 -5.7661e-04 1.9591e-03 -0.2943 0.7685134
## hour3:dow4 -9.5593e-04 1.8932e-03 -0.5049 0.6136194
## hour4:dow4 2.8531e-04 1.7923e-03 0.1592 0.8735194
## hour5:dow4 -1.1789e-04 1.7615e-03 -0.0669 0.9466426
## hour6:dow4 3.2949e-04 1.7498e-03 0.1883 0.8506383
## hour7:dow4 1.1907e-03 1.7354e-03 0.6862 0.4926133
## hour8:dow4 1.3728e-03 1.7356e-03 0.7910 0.4289632
## hour9:dow4 1.6886e-03 1.7326e-03 0.9746 0.3297804
## hour10:dow4 1.8938e-03 1.7346e-03 1.0918 0.2749177
## hour11:dow4 1.8909e-03 1.7412e-03 1.0860 0.2774819
## hour12:dow4 8.1375e-04 1.7599e-03 0.4624 0.6438056
## hour13:dow4 -1.9450e-03 1.7992e-03 -1.0811 0.2796725
## hour14:dow4 -5.5215e-03 1.8887e-03 -2.9234 0.0034624 **
## hour15:dow4 -6.3981e-03 2.0098e-03 -3.1834 0.0014556 **
## hour16:dow4 -4.7306e-03 2.4505e-03 -1.9305 0.0535498 .
## hour17:dow4 -6.4717e-03 1.8431e-03 -3.5114 0.0004458 ***
## hour18:dow4 -6.4938e-03 1.8644e-03 -3.4830 0.0004958 ***
## hour19:dow4 -5.5227e-03 1.7901e-03 -3.0851 0.0020352 **
## hour20:dow4 -4.7092e-03 1.8780e-03 -2.5076 0.0121556 *
## hour21:dow4 -2.2662e-03 1.9472e-03 -1.1639 0.2444825
## hour22:dow4 1.0401e-03 2.1601e-03 0.4815 0.6301484
## hour23:dow4 2.7797e-03 2.0065e-03 1.3853 0.1659597
## hour1:dow5 2.9369e-04 1.7805e-03 0.1649 0.8689846
## hour2:dow5 6.5389e-04 1.5771e-03 0.4146 0.6784272
## hour3:dow5 2.6007e-03 2.4620e-03 1.0563 0.2908195
## hour4:dow5 3.1144e-03 1.7160e-03 1.8149 0.0695421 .
## hour5:dow5 2.8423e-03 1.4603e-03 1.9463 0.0516182 .
## hour6:dow5 3.3603e-03 1.4328e-03 2.3453 0.0190127 *
## hour7:dow5 4.0394e-03 1.4097e-03 2.8654 0.0041650 **
## hour8:dow5 4.0981e-03 1.4105e-03 2.9054 0.0036675 **
## hour9:dow5 4.3634e-03 1.4068e-03 3.1017 0.0019243 **
## hour10:dow5 4.5751e-03 1.4097e-03 3.2455 0.0011722 **
## hour11:dow5 4.2723e-03 1.4127e-03 3.0241 0.0024937 **
## hour12:dow5 2.7575e-03 1.4285e-03 1.9304 0.0535564 .
## hour13:dow5 -2.3022e-04 1.4811e-03 -0.1554 0.8764731
## hour14:dow5 -3.6832e-03 1.5880e-03 -2.3194 0.0203726 *
## hour15:dow5 -4.4698e-03 1.7352e-03 -2.5759 0.0099974 **
## hour16:dow5 -3.0516e-03 2.2314e-03 -1.3676 0.1714455
## hour17:dow5 -4.4831e-03 1.5285e-03 -2.9330 0.0033566 **
## hour18:dow5 -5.1083e-03 1.6095e-03 -3.1738 0.0015047 **
## hour19:dow5 -4.1629e-03 1.4671e-03 -2.8374 0.0045476 **
## hour20:dow5 -3.4047e-03 1.5894e-03 -2.1422 0.0321763 *
## hour21:dow5 -9.9993e-04 1.5854e-03 -0.6307 0.5282171
## hour22:dow5 1.3919e-03 1.7419e-03 0.7990 0.4242648
## hour23:dow5 3.5132e-03 1.6812e-03 2.0897 0.0366447 *
## hour1:dow6 1.9341e-04 1.9385e-03 0.0998 0.9205230
## hour2:dow6 1.6977e-03 1.8064e-03 0.9399 0.3472913
## hour3:dow6 1.8964e-03 1.7312e-03 1.0954 0.2733315
## hour4:dow6 4.7521e-03 1.7223e-03 2.7591 0.0057956 **
## hour5:dow6 3.9936e-03 1.5743e-03 2.5368 0.0111867 *
## hour6:dow6 3.6493e-03 1.4930e-03 2.4443 0.0145115 *
## hour7:dow6 4.3633e-03 1.4615e-03 2.9855 0.0028314 **
## hour8:dow6 4.2832e-03 1.4629e-03 2.9279 0.0034129 **
## hour9:dow6 4.5140e-03 1.4586e-03 3.0947 0.0019700 **
## hour10:dow6 4.7973e-03 1.4635e-03 3.2780 0.0010454 **
## hour11:dow6 4.3522e-03 1.4651e-03 2.9705 0.0029728 **
## hour12:dow6 3.0651e-03 1.4796e-03 2.0715 0.0383087 *
## hour13:dow6 4.9287e-04 1.5289e-03 0.3224 0.7471670
## hour14:dow6 -2.6808e-03 1.6444e-03 -1.6303 0.1030483
## hour15:dow6 -3.2234e-03 1.7929e-03 -1.7978 0.0722040 .
## hour16:dow6 -1.5317e-03 2.2759e-03 -0.6730 0.5009509
## hour17:dow6 -2.7605e-03 1.6248e-03 -1.6990 0.0893147 .
## hour18:dow6 3.9819e-03 6.9715e-03 0.5712 0.5678862
## hour19:dow6 4.0850e-02 4.2694e-02 0.9568 0.3386627
## hour20:dow6 5.6334e-02 5.5800e-02 1.0096 0.3126970
## hour21:dow6 1.4806e-03 1.7124e-03 0.8647 0.3872261
## hour22:dow6 8.0809e-03 3.7601e-03 2.1491 0.0316282 *
## hour23:dow6 1.6230e-02 6.3164e-03 2.5696 0.0101828 *
## hour1:dow7 7.6629e-04 2.4999e-03 0.3065 0.7592055
## hour2:dow7 1.7885e-03 2.1765e-03 0.8217 0.4112196
## hour3:dow7 2.0200e-03 2.0940e-03 0.9647 0.3347068
## hour4:dow7 2.9090e-03 2.0485e-03 1.4201 0.1555815
## hour5:dow7 1.5187e-03 1.8971e-03 0.8005 0.4233976
## hour6:dow7 3.8951e-04 1.7425e-03 0.2235 0.8231236
## hour7:dow7 5.5313e-04 1.6983e-03 0.3257 0.7446613
## hour8:dow7 1.3338e-04 1.6900e-03 0.0789 0.9370954
## hour9:dow7 3.8629e-04 1.7097e-03 0.2259 0.8212508
## hour10:dow7 8.3363e-04 1.8428e-03 0.4524 0.6510040
## hour11:dow7 6.5148e-04 1.7006e-03 0.3831 0.7016514
## hour12:dow7 7.3673e-04 1.7374e-03 0.4240 0.6715380
## hour13:dow7 7.9893e-04 1.8359e-03 0.4352 0.6634348
## hour14:dow7 1.9342e-04 1.9332e-03 0.1000 0.9203061
## hour15:dow7 1.2539e-04 2.0216e-03 0.0620 0.9505430
## hour16:dow7 2.9750e-03 2.5009e-03 1.1896 0.2341999
## hour17:dow7 1.9073e-03 1.9938e-03 0.9566 0.3387721
## hour18:dow7 2.4269e-03 1.9599e-03 1.2383 0.2156125
## hour19:dow7 2.3028e-03 1.8851e-03 1.2216 0.2218457
## hour20:dow7 2.3324e-03 2.0441e-03 1.1410 0.2538674
## hour21:dow7 3.6064e-03 2.2619e-03 1.5944 0.1108406
## hour22:dow7 3.9424e-03 2.2417e-03 1.7586 0.0786399 .
## hour23:dow7 5.1447e-03 2.1353e-03 2.4094 0.0159802 *
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Call:
## glm(formula = form, data = df)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -0.05093 -0.00423 -0.00188 0.00063 0.33270
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -4.155e-04 3.883e-03 -0.107 0.915
## lin1 3.774e-06 3.985e-05 0.095 0.925
## lin2 2.002e-05 4.021e-05 0.498 0.619
## postchange 3.339e-03 5.474e-03 0.610 0.542
##
## (Dispersion parameter for gaussian family taken to be 0.0006274833)
##
## Null deviance: 0.21023 on 334 degrees of freedom
## Residual deviance: 0.20770 on 331 degrees of freedom
## AIC: -1513.6
##
## Number of Fisher Scoring iterations: 2
##
##
## z test of coefficients:
##
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) -4.1546e-04 5.6530e-04 -0.7349 0.4624
## lin1 3.7736e-06 3.0701e-06 1.2291 0.2190
## lin2 2.0021e-05 1.2552e-05 1.5951 0.1107
## postchange 3.3385e-03 2.0483e-03 1.6299 0.1031
## [1] "30 Regression for rate_xbxcall model2 on 2016-11-01/purple/30-50%"
##
## Call:
## glm(formula = form, data = df)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -0.06123 -0.00081 -0.00010 0.00052 0.33608
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## hour0 2.158e-02 5.496e-03 3.926 9.15e-05 ***
## hour1 1.916e-02 5.496e-03 3.486 0.000510 ***
## hour2 1.575e-02 5.496e-03 2.865 0.004248 **
## hour3 1.234e-02 5.496e-03 2.244 0.025006 *
## hour4 8.666e-03 5.496e-03 1.577 0.115121
## hour5 5.782e-03 5.496e-03 1.052 0.293029
## hour6 3.512e-03 5.496e-03 0.639 0.522984
## hour7 1.952e-03 5.496e-03 0.355 0.722497
## hour8 1.257e-03 5.496e-03 0.229 0.819118
## hour9 9.098e-04 5.496e-03 0.166 0.868549
## hour10 8.772e-04 5.496e-03 0.160 0.873224
## hour11 1.402e-03 5.496e-03 0.255 0.798697
## hour12 3.331e-03 5.496e-03 0.606 0.544641
## hour13 6.681e-03 5.496e-03 1.216 0.224402
## hour14 1.092e-02 5.937e-03 1.839 0.066126 .
## hour15 1.320e-02 5.937e-03 2.224 0.026331 *
## hour16 1.270e-02 5.141e-03 2.470 0.013675 *
## hour17 1.520e-02 5.141e-03 2.956 0.003178 **
## hour18 1.568e-02 5.141e-03 3.049 0.002346 **
## hour19 1.670e-02 5.141e-03 3.248 0.001197 **
## hour20 1.768e-02 5.141e-03 3.439 0.000605 ***
## hour21 1.809e-02 5.141e-03 3.518 0.000452 ***
## hour22 1.898e-02 5.141e-03 3.692 0.000233 ***
## hour23 1.722e-02 5.141e-03 3.349 0.000837 ***
## dow2 -6.401e-03 7.526e-03 -0.851 0.395209
## dow3 -4.225e-03 7.328e-03 -0.576 0.564411
## dow4 -4.336e-03 7.526e-03 -0.576 0.564655
## dow5 -5.878e-03 7.526e-03 -0.781 0.434985
## dow6 -6.035e-03 7.526e-03 -0.802 0.422806
## dow7 2.218e-03 7.526e-03 0.295 0.768302
## hour1:dow2 -1.332e-03 1.064e-02 -0.125 0.900459
## hour2:dow2 -6.305e-04 1.064e-02 -0.059 0.952776
## hour3:dow2 4.989e-04 1.064e-02 0.047 0.962619
## hour4:dow2 2.479e-03 1.064e-02 0.233 0.815887
## hour5:dow2 3.545e-03 1.064e-02 0.333 0.739162
## hour6:dow2 4.354e-03 1.064e-02 0.409 0.682555
## hour7:dow2 5.261e-03 1.064e-02 0.494 0.621197
## hour8:dow2 5.687e-03 1.064e-02 0.534 0.593197
## hour9:dow2 5.905e-03 1.064e-02 0.555 0.579171
## hour10:dow2 6.089e-03 1.064e-02 0.572 0.567403
## hour11:dow2 5.893e-03 1.064e-02 0.554 0.579938
## hour12:dow2 4.423e-03 1.064e-02 0.416 0.677782
## hour13:dow2 2.010e-03 1.064e-02 0.189 0.850230
## hour14:dow2 -1.194e-03 1.088e-02 -0.110 0.912610
## hour15:dow2 -2.419e-03 1.088e-02 -0.222 0.824086
## hour16:dow2 -9.978e-04 1.046e-02 -0.095 0.924051
## hour17:dow2 -2.283e-03 1.046e-02 -0.218 0.827348
## hour18:dow2 -2.266e-03 1.046e-02 -0.217 0.828604
## hour19:dow2 -2.334e-03 1.046e-02 -0.223 0.823571
## hour20:dow2 -1.758e-03 1.046e-02 -0.168 0.866582
## hour21:dow2 5.553e-04 1.046e-02 0.053 0.957693
## hour22:dow2 2.910e-03 1.046e-02 0.278 0.781017
## hour23:dow2 6.605e-03 1.046e-02 0.631 0.528067
## hour1:dow3 -8.386e-04 1.050e-02 -0.080 0.936385
## hour2:dow3 -3.696e-04 1.050e-02 -0.035 0.971935
## hour3:dow3 1.240e-04 1.050e-02 0.012 0.990584
## hour4:dow3 1.731e-03 1.050e-02 0.165 0.869162
## hour5:dow3 3.124e-03 1.050e-02 0.297 0.766234
## hour6:dow3 3.656e-03 1.050e-02 0.348 0.727872
## hour7:dow3 3.554e-03 1.050e-02 0.338 0.735156
## hour8:dow3 4.243e-03 1.050e-02 0.404 0.686361
## hour9:dow3 4.378e-03 1.050e-02 0.417 0.676929
## hour10:dow3 4.861e-03 1.050e-02 0.463 0.643598
## hour11:dow3 4.244e-03 1.050e-02 0.404 0.686296
## hour12:dow3 2.981e-03 1.050e-02 0.284 0.776649
## hour13:dow3 6.235e-04 1.050e-02 0.059 0.952683
## hour14:dow3 -2.816e-03 1.074e-02 -0.262 0.793247
## hour15:dow3 -4.165e-03 1.074e-02 -0.388 0.698273
## hour16:dow3 -2.535e-03 1.032e-02 -0.246 0.806101
## hour17:dow3 -4.305e-03 1.032e-02 -0.417 0.676728
## hour18:dow3 -4.161e-03 1.032e-02 -0.403 0.686975
## hour19:dow3 -4.132e-03 1.032e-02 -0.400 0.689075
## hour20:dow3 -3.286e-03 1.032e-02 -0.318 0.750301
## hour21:dow3 -9.271e-04 1.032e-02 -0.090 0.928456
## hour22:dow3 5.505e-04 1.032e-02 0.053 0.957484
## hour23:dow3 4.329e-03 1.032e-02 0.419 0.675017
## hour1:dow4 6.681e-04 1.064e-02 0.063 0.949957
## hour2:dow4 2.436e-04 1.064e-02 0.023 0.981748
## hour3:dow4 8.038e-04 1.064e-02 0.076 0.939813
## hour4:dow4 2.075e-03 1.064e-02 0.195 0.845472
## hour5:dow4 2.147e-03 1.064e-02 0.202 0.840204
## hour6:dow4 2.614e-03 1.064e-02 0.246 0.806040
## hour7:dow4 3.237e-03 1.064e-02 0.304 0.761090
## hour8:dow4 3.594e-03 1.064e-02 0.338 0.735640
## hour9:dow4 3.961e-03 1.064e-02 0.372 0.709826
## hour10:dow4 4.184e-03 1.064e-02 0.393 0.694347
## hour11:dow4 4.240e-03 1.064e-02 0.398 0.690452
## hour12:dow4 3.342e-03 1.064e-02 0.314 0.753576
## hour13:dow4 1.091e-03 1.064e-02 0.103 0.918344
## hour14:dow4 -2.397e-03 1.088e-02 -0.220 0.825647
## hour15:dow4 -3.981e-03 1.088e-02 -0.366 0.714424
## hour16:dow4 -2.378e-03 1.046e-02 -0.227 0.820256
## hour17:dow4 -4.238e-03 1.046e-02 -0.405 0.685557
## hour18:dow4 -4.172e-03 1.046e-02 -0.399 0.690173
## hour19:dow4 -3.681e-03 1.046e-02 -0.352 0.725098
## hour20:dow4 -3.010e-03 1.046e-02 -0.288 0.773687
## hour21:dow4 -1.158e-03 1.046e-02 -0.111 0.911879
## hour22:dow4 1.288e-03 1.046e-02 0.123 0.902043
## hour23:dow4 4.153e-03 1.046e-02 0.397 0.691576
## hour1:dow5 7.814e-04 1.064e-02 0.073 0.941488
## hour2:dow5 1.156e-03 1.064e-02 0.109 0.913564
## hour3:dow5 3.813e-03 1.064e-02 0.358 0.720243
## hour4:dow5 4.061e-03 1.064e-02 0.382 0.702868
## hour5:dow5 4.167e-03 1.064e-02 0.392 0.695492
## hour6:dow5 4.661e-03 1.064e-02 0.438 0.661543
## hour7:dow5 5.037e-03 1.064e-02 0.473 0.636108
## hour8:dow5 5.221e-03 1.064e-02 0.490 0.623882
## hour9:dow5 5.497e-03 1.064e-02 0.516 0.605654
## hour10:dow5 5.769e-03 1.064e-02 0.542 0.587911
## hour11:dow5 5.575e-03 1.064e-02 0.524 0.600552
## hour12:dow5 4.363e-03 1.064e-02 0.410 0.681917
## hour13:dow5 1.764e-03 1.064e-02 0.166 0.868417
## hour14:dow5 -1.643e-03 1.088e-02 -0.151 0.879952
## hour15:dow5 -2.994e-03 1.088e-02 -0.275 0.783146
## hour16:dow5 -1.437e-03 1.046e-02 -0.137 0.890827
## hour17:dow5 -3.243e-03 1.046e-02 -0.310 0.756678
## hour18:dow5 -3.836e-03 1.046e-02 -0.367 0.713979
## hour19:dow5 -3.527e-03 1.046e-02 -0.337 0.736123
## hour20:dow5 -2.861e-03 1.046e-02 -0.273 0.784626
## hour21:dow5 -9.895e-04 1.046e-02 -0.095 0.924687
## hour22:dow5 1.003e-03 1.046e-02 0.096 0.923659
## hour23:dow5 3.739e-03 1.046e-02 0.357 0.720946
## hour1:dow6 6.495e-04 1.064e-02 0.061 0.951349
## hour2:dow6 2.218e-03 1.064e-02 0.208 0.834929
## hour3:dow6 3.238e-03 1.064e-02 0.304 0.761030
## hour4:dow6 5.989e-03 1.064e-02 0.563 0.573774
## hour5:dow6 5.405e-03 1.064e-02 0.508 0.611643
## hour6:dow6 5.153e-03 1.064e-02 0.484 0.628345
## hour7:dow6 5.634e-03 1.064e-02 0.529 0.596676
## hour8:dow6 5.733e-03 1.082e-02 0.530 0.596269
## hour9:dow6 5.817e-03 1.082e-02 0.538 0.590899
## hour10:dow6 6.139e-03 1.082e-02 0.567 0.570534
## hour11:dow6 5.872e-03 1.082e-02 0.543 0.587391
## hour12:dow6 4.915e-03 1.064e-02 0.462 0.644352
## hour13:dow6 2.808e-03 1.064e-02 0.264 0.791990
## hour14:dow6 -1.834e-04 1.088e-02 -0.017 0.986552
## hour15:dow6 -1.236e-03 1.088e-02 -0.114 0.909574
## hour16:dow6 6.030e-04 1.046e-02 0.058 0.954057
## hour17:dow6 -6.040e-04 1.046e-02 -0.058 0.953983
## hour18:dow6 6.384e-03 1.046e-02 0.610 0.541935
## hour19:dow6 4.292e-02 1.046e-02 4.102 4.40e-05 ***
## hour20:dow6 5.841e-02 1.064e-02 5.488 5.00e-08 ***
## hour21:dow6 3.289e-03 1.088e-02 0.302 0.762410
## hour22:dow6 6.277e-03 1.064e-02 0.590 0.555486
## hour23:dow6 1.737e-02 1.046e-02 1.660 0.097273 .
## hour1:dow7 -7.208e-04 1.064e-02 -0.068 0.946018
## hour2:dow7 -4.217e-06 1.064e-02 0.000 0.999684
## hour3:dow7 8.342e-04 1.064e-02 0.078 0.937539
## hour4:dow7 1.019e-03 1.064e-02 0.096 0.923771
## hour5:dow7 -1.657e-04 1.064e-02 -0.016 0.987585
## hour6:dow7 -1.529e-03 1.064e-02 -0.144 0.885833
## hour7:dow7 -1.676e-03 1.064e-02 -0.157 0.874919
## hour8:dow7 -2.185e-03 1.064e-02 -0.205 0.837382
## hour9:dow7 -1.982e-03 1.064e-02 -0.186 0.852303
## hour10:dow7 -1.482e-03 1.064e-02 -0.139 0.889300
## hour11:dow7 -1.795e-03 1.064e-02 -0.169 0.866072
## hour12:dow7 -1.555e-03 1.064e-02 -0.146 0.883834
## hour13:dow7 -1.624e-03 1.064e-02 -0.153 0.878763
## hour14:dow7 -2.075e-03 1.105e-02 -0.188 0.851061
## hour15:dow7 -2.141e-03 1.105e-02 -0.194 0.846420
## hour16:dow7 5.960e-04 1.046e-02 0.057 0.954591
## hour17:dow7 -8.253e-04 1.064e-02 -0.078 0.938211
## hour18:dow7 -1.538e-04 1.064e-02 -0.014 0.988473
## hour19:dow7 -1.937e-04 1.064e-02 -0.018 0.985486
## hour20:dow7 -2.438e-04 1.064e-02 -0.023 0.981729
## hour21:dow7 1.162e-03 1.064e-02 0.109 0.913079
## hour22:dow7 1.491e-03 1.064e-02 0.140 0.888619
## hour23:dow7 3.137e-03 1.064e-02 0.295 0.768239
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for gaussian family taken to be 0.0002114619)
##
## Null deviance: 0.44191 on 1310 degrees of freedom
## Residual deviance: 0.24149 on 1142 degrees of freedom
## AIC: -7208.7
##
## Number of Fisher Scoring iterations: 2
##
##
## z test of coefficients:
##
## Estimate Std. Error z value Pr(>|z|)
## hour0 2.1579e-02 1.1054e-03 19.5209 < 2.2e-16 ***
## hour1 1.9157e-02 1.1616e-03 16.4927 < 2.2e-16 ***
## hour2 1.5746e-02 1.2913e-03 12.1940 < 2.2e-16 ***
## hour3 1.2335e-02 8.1585e-04 15.1192 < 2.2e-16 ***
## hour4 8.6665e-03 8.1388e-04 10.6483 < 2.2e-16 ***
## hour5 5.7820e-03 7.0213e-04 8.2349 < 2.2e-16 ***
## hour6 3.5118e-03 5.2321e-04 6.7121 1.918e-11 ***
## hour7 1.9523e-03 3.7214e-04 5.2462 1.553e-07 ***
## hour8 1.2572e-03 1.9883e-04 6.3227 2.570e-10 ***
## hour9 9.0985e-04 1.2704e-04 7.1619 7.957e-13 ***
## hour10 8.7721e-04 6.2667e-05 13.9979 < 2.2e-16 ***
## hour11 1.4021e-03 1.6459e-04 8.5186 < 2.2e-16 ***
## hour12 3.3307e-03 3.3093e-04 10.0645 < 2.2e-16 ***
## hour13 6.6811e-03 7.1433e-04 9.3529 < 2.2e-16 ***
## hour14 1.0919e-02 9.6682e-04 11.2941 < 2.2e-16 ***
## hour15 1.3204e-02 1.0108e-03 13.0632 < 2.2e-16 ***
## hour16 1.2696e-02 1.7318e-03 7.3313 2.280e-13 ***
## hour17 1.5199e-02 6.2717e-04 24.2345 < 2.2e-16 ***
## hour18 1.5677e-02 7.4761e-04 20.9701 < 2.2e-16 ***
## hour19 1.6697e-02 5.1470e-04 32.4408 < 2.2e-16 ***
## hour20 1.7680e-02 8.3074e-04 21.2822 < 2.2e-16 ***
## hour21 1.8086e-02 7.2946e-04 24.7938 < 2.2e-16 ***
## hour22 1.8983e-02 8.5836e-04 22.1159 < 2.2e-16 ***
## hour23 1.7219e-02 6.4829e-04 26.5612 < 2.2e-16 ***
## dow2 -6.4011e-03 1.2951e-03 -4.9426 7.711e-07 ***
## dow3 -4.2246e-03 1.2077e-03 -3.4980 0.0004688 ***
## dow4 -4.3358e-03 1.2548e-03 -3.4553 0.0005497 ***
## dow5 -5.8776e-03 1.3138e-03 -4.4738 7.684e-06 ***
## dow6 -6.0348e-03 1.3146e-03 -4.5906 4.420e-06 ***
## dow7 2.2177e-03 2.9049e-03 0.7634 0.4452045
## hour1:dow2 -1.3316e-03 1.9018e-03 -0.7002 0.4838260
## hour2:dow2 -6.3046e-04 1.9827e-03 -0.3180 0.7504945
## hour3:dow2 4.9894e-04 1.7155e-03 0.2908 0.7711717
## hour4:dow2 2.4788e-03 1.7118e-03 1.4481 0.1475986
## hour5:dow2 3.5447e-03 1.5157e-03 2.3387 0.0193534 *
## hour6:dow2 4.3541e-03 1.4078e-03 3.0928 0.0019830 **
## hour7:dow2 5.2609e-03 1.3525e-03 3.8899 0.0001003 ***
## hour8:dow2 5.6874e-03 1.3111e-03 4.3380 1.438e-05 ***
## hour9:dow2 5.9045e-03 1.3016e-03 4.5364 5.723e-06 ***
## hour10:dow2 6.0886e-03 1.2979e-03 4.6912 2.716e-06 ***
## hour11:dow2 5.8926e-03 1.3074e-03 4.5073 6.567e-06 ***
## hour12:dow2 4.4234e-03 1.3392e-03 3.3029 0.0009568 ***
## hour13:dow2 2.0102e-03 1.4889e-03 1.3501 0.1769833
## hour14:dow2 -1.1940e-03 1.6250e-03 -0.7348 0.4624850
## hour15:dow2 -2.4185e-03 1.6641e-03 -1.4534 0.1461265
## hour16:dow2 -9.9783e-04 2.1815e-03 -0.4574 0.6473737
## hour17:dow2 -2.2829e-03 1.4660e-03 -1.5573 0.1194102
## hour18:dow2 -2.2660e-03 1.5231e-03 -1.4877 0.1368242
## hour19:dow2 -2.3337e-03 1.4245e-03 -1.6383 0.1013620
## hour20:dow2 -1.7585e-03 1.5839e-03 -1.1102 0.2669185
## hour21:dow2 5.5526e-04 1.5729e-03 0.3530 0.7240739
## hour22:dow2 2.9098e-03 1.6484e-03 1.7652 0.0775224 .
## hour23:dow2 6.6047e-03 1.6270e-03 4.0594 4.920e-05 ***
## hour1:dow3 -8.3860e-04 1.8037e-03 -0.4649 0.6419867
## hour2:dow3 -3.6965e-04 1.9054e-03 -0.1940 0.8461780
## hour3:dow3 1.2400e-04 1.5420e-03 0.0804 0.9359058
## hour4:dow3 1.7307e-03 1.4889e-03 1.1625 0.2450509
## hour5:dow3 3.1238e-03 1.5982e-03 1.9546 0.0506325 .
## hour6:dow3 3.6560e-03 1.6340e-03 2.2375 0.0252531 *
## hour7:dow3 3.5543e-03 1.2789e-03 2.7792 0.0054487 **
## hour8:dow3 4.2428e-03 1.3795e-03 3.0755 0.0021012 **
## hour9:dow3 4.3779e-03 1.3380e-03 3.2720 0.0010677 **
## hour10:dow3 4.8615e-03 1.4566e-03 3.3375 0.0008453 ***
## hour11:dow3 4.2437e-03 1.2491e-03 3.3974 0.0006803 ***
## hour12:dow3 2.9807e-03 1.2609e-03 2.3639 0.0180813 *
## hour13:dow3 6.2346e-04 1.4094e-03 0.4424 0.6582306
## hour14:dow3 -2.8160e-03 1.5557e-03 -1.8101 0.0702845 .
## hour15:dow3 -4.1650e-03 1.5835e-03 -2.6302 0.0085336 **
## hour16:dow3 -2.5345e-03 2.1184e-03 -1.1965 0.2315206
## hour17:dow3 -4.3052e-03 1.3768e-03 -3.1271 0.0017657 **
## hour18:dow3 -4.1610e-03 1.4457e-03 -2.8782 0.0040001 **
## hour19:dow3 -4.1315e-03 1.3362e-03 -3.0920 0.0019881 **
## hour20:dow3 -3.2861e-03 1.5006e-03 -2.1898 0.0285375 *
## hour21:dow3 -9.2711e-04 1.5186e-03 -0.6105 0.5415143
## hour22:dow3 5.5047e-04 1.6252e-03 0.3387 0.7348292
## hour23:dow3 4.3294e-03 1.4565e-03 2.9725 0.0029541 **
## hour1:dow4 6.6814e-04 2.2929e-03 0.2914 0.7707529
## hour2:dow4 2.4356e-04 1.9140e-03 0.1272 0.8987449
## hour3:dow4 8.0381e-04 1.6177e-03 0.4969 0.6192764
## hour4:dow4 2.0749e-03 1.6199e-03 1.2809 0.2002401
## hour5:dow4 2.1466e-03 1.5528e-03 1.3824 0.1668435
## hour6:dow4 2.6140e-03 1.3868e-03 1.8849 0.0594449 .
## hour7:dow4 3.2369e-03 1.3149e-03 2.4617 0.0138276 *
## hour8:dow4 3.5945e-03 1.2711e-03 2.8278 0.0046869 **
## hour9:dow4 3.9613e-03 1.2617e-03 3.1398 0.0016907 **
## hour10:dow4 4.1835e-03 1.2584e-03 3.3244 0.0008862 ***
## hour11:dow4 4.2397e-03 1.2726e-03 3.3316 0.0008634 ***
## hour12:dow4 3.3421e-03 1.3147e-03 2.5420 0.0110222 *
## hour13:dow4 1.0914e-03 1.4560e-03 0.7496 0.4535091
## hour14:dow4 -2.3967e-03 1.5985e-03 -1.4993 0.1337907
## hour15:dow4 -3.9813e-03 1.6375e-03 -2.4313 0.0150437 *
## hour16:dow4 -2.3783e-03 2.1748e-03 -1.0935 0.2741607
## hour17:dow4 -4.2381e-03 1.4686e-03 -2.8858 0.0039036 **
## hour18:dow4 -4.1724e-03 1.5732e-03 -2.6523 0.0079957 **
## hour19:dow4 -3.6808e-03 1.4808e-03 -2.4857 0.0129308 *
## hour20:dow4 -3.0099e-03 1.6243e-03 -1.8531 0.0638742 .
## hour21:dow4 -1.1584e-03 1.5900e-03 -0.7285 0.4662934
## hour22:dow4 1.2883e-03 1.8044e-03 0.7140 0.4752488
## hour23:dow4 4.1525e-03 1.5571e-03 2.6668 0.0076576 **
## hour1:dow5 7.8140e-04 1.7964e-03 0.4350 0.6635817
## hour2:dow5 1.1555e-03 1.9541e-03 0.5913 0.5543000
## hour3:dow5 3.8127e-03 2.4608e-03 1.5494 0.1212916
## hour4:dow5 4.0610e-03 1.8866e-03 2.1526 0.0313519 *
## hour5:dow5 4.1670e-03 1.6180e-03 2.5754 0.0100110 *
## hour6:dow5 4.6608e-03 1.5035e-03 3.0999 0.0019361 **
## hour7:dow5 5.0373e-03 1.3734e-03 3.6677 0.0002447 ***
## hour8:dow5 5.2205e-03 1.3316e-03 3.9204 8.840e-05 ***
## hour9:dow5 5.4966e-03 1.3204e-03 4.1627 3.145e-05 ***
## hour10:dow5 5.7690e-03 1.3178e-03 4.3777 1.199e-05 ***
## hour11:dow5 5.5745e-03 1.3267e-03 4.2017 2.649e-05 ***
## hour12:dow5 4.3633e-03 1.3585e-03 3.2119 0.0013186 **
## hour13:dow5 1.7637e-03 1.5056e-03 1.1714 0.2414392
## hour14:dow5 -1.6432e-03 1.6416e-03 -1.0009 0.3168545
## hour15:dow5 -2.9944e-03 1.7016e-03 -1.7598 0.0784484 .
## hour16:dow5 -1.4367e-03 2.2414e-03 -0.6410 0.5215389
## hour17:dow5 -3.2432e-03 1.5516e-03 -2.0902 0.0366023 *
## hour18:dow5 -3.8364e-03 1.7062e-03 -2.2485 0.0245450 *
## hour19:dow5 -3.5273e-03 1.4731e-03 -2.3945 0.0166443 *
## hour20:dow5 -2.8606e-03 1.6097e-03 -1.7771 0.0755544 .
## hour21:dow5 -9.8945e-04 1.5779e-03 -0.6271 0.5306203
## hour22:dow5 1.0030e-03 1.7547e-03 0.5716 0.5675894
## hour23:dow5 3.7388e-03 1.6746e-03 2.2327 0.0255719 *
## hour1:dow6 6.4953e-04 1.8274e-03 0.3554 0.7222608
## hour2:dow6 2.2184e-03 2.0033e-03 1.1074 0.2681360
## hour3:dow6 3.2377e-03 1.7641e-03 1.8353 0.0664587 .
## hour4:dow6 5.9887e-03 1.8262e-03 3.2794 0.0010403 **
## hour5:dow6 5.4055e-03 1.6629e-03 3.2506 0.0011516 **
## hour6:dow6 5.1534e-03 1.5065e-03 3.4208 0.0006245 ***
## hour7:dow6 5.6340e-03 1.3913e-03 4.0495 5.132e-05 ***
## hour8:dow6 5.7334e-03 1.3423e-03 4.2715 1.942e-05 ***
## hour9:dow6 5.8174e-03 1.3253e-03 4.3894 1.137e-05 ***
## hour10:dow6 6.1392e-03 1.3239e-03 4.6372 3.532e-06 ***
## hour11:dow6 5.8725e-03 1.3307e-03 4.4131 1.019e-05 ***
## hour12:dow6 4.9146e-03 1.3602e-03 3.6132 0.0003025 ***
## hour13:dow6 2.8076e-03 1.5029e-03 1.8681 0.0617497 .
## hour14:dow6 -1.8338e-04 1.6772e-03 -0.1093 0.9129322
## hour15:dow6 -1.2357e-03 1.7514e-03 -0.7055 0.4804848
## hour16:dow6 6.0303e-04 2.3516e-03 0.2564 0.7976135
## hour17:dow6 -6.0399e-04 1.8857e-03 -0.3203 0.7487375
## hour18:dow6 6.3841e-03 6.8777e-03 0.9282 0.3532812
## hour19:dow6 4.2921e-02 4.2515e-02 1.0096 0.3127104
## hour20:dow6 5.8414e-02 5.5596e-02 1.0507 0.2933964
## hour21:dow6 3.2892e-03 2.4473e-03 1.3440 0.1789436
## hour22:dow6 6.2768e-03 2.2526e-03 2.7864 0.0053295 **
## hour23:dow6 1.7367e-02 5.9672e-03 2.9104 0.0036099 **
## hour1:dow7 -7.2080e-04 3.5162e-03 -0.2050 0.8375751
## hour2:dow7 -4.2167e-06 3.4937e-03 -0.0012 0.9990370
## hour3:dow7 8.3425e-04 3.3345e-03 0.2502 0.8024409
## hour4:dow7 1.0186e-03 3.2883e-03 0.3098 0.7567340
## hour5:dow7 -1.6565e-04 3.2111e-03 -0.0516 0.9588570
## hour6:dow7 -1.5285e-03 3.0386e-03 -0.5030 0.6149395
## hour7:dow7 -1.6758e-03 2.9521e-03 -0.5677 0.5702640
## hour8:dow7 -2.1850e-03 2.9146e-03 -0.7497 0.4534439
## hour9:dow7 -1.9821e-03 2.9229e-03 -0.6781 0.4976934
## hour10:dow7 -1.4818e-03 2.9993e-03 -0.4940 0.6212747
## hour11:dow7 -1.7954e-03 2.9171e-03 -0.6155 0.5382437
## hour12:dow7 -1.5555e-03 2.9530e-03 -0.5268 0.5983669
## hour13:dow7 -1.6239e-03 3.0751e-03 -0.5281 0.5974515
## hour14:dow7 -2.0752e-03 3.1174e-03 -0.6657 0.5056131
## hour15:dow7 -2.1407e-03 3.1122e-03 -0.6878 0.4915521
## hour16:dow7 5.9601e-04 3.4687e-03 0.1718 0.8635756
## hour17:dow7 -8.2525e-04 3.1163e-03 -0.2648 0.7911505
## hour18:dow7 -1.5381e-04 3.1504e-03 -0.0488 0.9610620
## hour19:dow7 -1.9366e-04 3.1234e-03 -0.0620 0.9505597
## hour20:dow7 -2.4381e-04 3.2222e-03 -0.0757 0.9396862
## hour21:dow7 1.1621e-03 3.2867e-03 0.3536 0.7236648
## hour22:dow7 1.4910e-03 3.3059e-03 0.4510 0.6519915
## hour23:dow7 3.1372e-03 3.2584e-03 0.9628 0.3356508
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Call:
## glm(formula = form, data = df)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -0.057546 -0.000164 0.000652 0.001476 0.007021
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -3.697e-03 9.129e-04 -4.050 6.38e-05 ***
## lin1 -2.038e-05 9.370e-06 -2.175 0.0304 *
## lin2 5.751e-06 9.287e-06 0.619 0.5362
## postchange 2.892e-03 1.283e-03 2.253 0.0249 *
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for gaussian family taken to be 3.469252e-05)
##
## Null deviance: 0.011960 on 336 degrees of freedom
## Residual deviance: 0.011553 on 333 degrees of freedom
## AIC: -2498.3
##
## Number of Fisher Scoring iterations: 2
##
##
## z test of coefficients:
##
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) -3.6971e-03 6.7225e-04 -5.4997 3.805e-08 ***
## lin1 -2.0377e-05 3.7933e-06 -5.3717 7.801e-08 ***
## lin2 5.7513e-06 2.3900e-06 2.4064 0.0161091 *
## postchange 2.8922e-03 7.6083e-04 3.8014 0.0001439 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [1] "31 Regression for rate_xbxcall model2 on 2016-12-15/purple/50-90%"
##
## Call:
## glm(formula = form, data = df)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -0.013574 -0.002616 -0.000350 0.000664 0.051295
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## hour0 2.526e-02 2.008e-03 12.579 < 2e-16 ***
## hour1 2.353e-02 2.008e-03 11.717 < 2e-16 ***
## hour2 2.048e-02 2.008e-03 10.197 < 2e-16 ***
## hour3 1.615e-02 2.008e-03 8.039 2.18e-15 ***
## hour4 1.202e-02 2.008e-03 5.987 2.84e-09 ***
## hour5 9.060e-03 2.008e-03 4.511 7.10e-06 ***
## hour6 6.220e-03 2.008e-03 3.097 0.00200 **
## hour7 3.988e-03 2.008e-03 1.986 0.04730 *
## hour8 2.537e-03 2.008e-03 1.263 0.20681
## hour9 1.482e-03 2.008e-03 0.738 0.46072
## hour10 1.254e-03 2.008e-03 0.624 0.53255
## hour11 1.295e-03 2.008e-03 0.645 0.51920
## hour12 2.776e-03 2.008e-03 1.382 0.16716
## hour13 5.394e-03 2.008e-03 2.686 0.00734 **
## hour14 1.050e-02 2.008e-03 5.227 2.04e-07 ***
## hour15 1.583e-02 2.008e-03 7.879 7.44e-15 ***
## hour16 1.723e-02 2.008e-03 8.581 < 2e-16 ***
## hour17 2.012e-02 2.008e-03 10.016 < 2e-16 ***
## hour18 2.168e-02 2.008e-03 10.796 < 2e-16 ***
## hour19 2.262e-02 2.008e-03 11.264 < 2e-16 ***
## hour20 2.318e-02 2.008e-03 11.541 < 2e-16 ***
## hour21 2.430e-02 2.008e-03 12.100 < 2e-16 ***
## hour22 2.479e-02 2.008e-03 12.341 < 2e-16 ***
## hour23 2.363e-02 2.008e-03 11.763 < 2e-16 ***
## dow2 -3.868e-03 2.840e-03 -1.362 0.17353
## dow3 -3.985e-04 2.840e-03 -0.140 0.88844
## dow4 -3.060e-03 2.840e-03 -1.077 0.28153
## dow5 -5.543e-03 2.760e-03 -2.008 0.04487 *
## dow6 -6.748e-03 2.840e-03 -2.376 0.01766 *
## dow7 9.088e-04 2.840e-03 0.320 0.74905
## hour1:dow2 -1.746e-03 4.017e-03 -0.435 0.66379
## hour2:dow2 -1.059e-03 4.017e-03 -0.264 0.79205
## hour3:dow2 -2.270e-04 4.017e-03 -0.057 0.95494
## hour4:dow2 2.587e-04 4.017e-03 0.064 0.94865
## hour5:dow2 4.650e-04 4.017e-03 0.116 0.90786
## hour6:dow2 1.969e-03 4.017e-03 0.490 0.62403
## hour7:dow2 2.433e-03 4.017e-03 0.606 0.54488
## hour8:dow2 2.388e-03 4.017e-03 0.595 0.55226
## hour9:dow2 3.076e-03 4.017e-03 0.766 0.44394
## hour10:dow2 3.220e-03 4.017e-03 0.802 0.42288
## hour11:dow2 3.519e-03 4.017e-03 0.876 0.38114
## hour12:dow2 2.516e-03 4.017e-03 0.626 0.53112
## hour13:dow2 1.566e-03 4.017e-03 0.390 0.69666
## hour14:dow2 -7.638e-04 4.017e-03 -0.190 0.84922
## hour15:dow2 -3.905e-03 4.017e-03 -0.972 0.33118
## hour16:dow2 -2.619e-03 4.017e-03 -0.652 0.51454
## hour17:dow2 -3.773e-03 4.017e-03 -0.939 0.34780
## hour18:dow2 -4.198e-03 4.017e-03 -1.045 0.29617
## hour19:dow2 -3.736e-03 4.017e-03 -0.930 0.35257
## hour20:dow2 -2.731e-03 4.017e-03 -0.680 0.49668
## hour21:dow2 -1.331e-03 4.017e-03 -0.331 0.74051
## hour22:dow2 1.493e-03 4.017e-03 0.372 0.71022
## hour23:dow2 5.192e-03 4.017e-03 1.293 0.19641
## hour1:dow3 -1.721e-03 4.017e-03 -0.428 0.66843
## hour2:dow3 -6.175e-04 4.017e-03 -0.154 0.87785
## hour3:dow3 -4.781e-04 4.017e-03 -0.119 0.90527
## hour4:dow3 -2.970e-04 4.017e-03 -0.074 0.94108
## hour5:dow3 -4.859e-04 4.017e-03 -0.121 0.90373
## hour6:dow3 -1.310e-03 4.017e-03 -0.326 0.74433
## hour7:dow3 -1.476e-03 4.017e-03 -0.368 0.71329
## hour8:dow3 -9.284e-04 4.017e-03 -0.231 0.81726
## hour9:dow3 -3.169e-04 4.017e-03 -0.079 0.93714
## hour10:dow3 -2.315e-04 4.017e-03 -0.058 0.95404
## hour11:dow3 -2.132e-05 4.017e-03 -0.005 0.99577
## hour12:dow3 -8.838e-04 4.017e-03 -0.220 0.82589
## hour13:dow3 -2.343e-03 4.017e-03 -0.583 0.55988
## hour14:dow3 -5.788e-03 4.017e-03 -1.441 0.14987
## hour15:dow3 -9.805e-03 4.017e-03 -2.441 0.01479 *
## hour16:dow3 -9.941e-03 4.017e-03 -2.475 0.01347 *
## hour17:dow3 -1.101e-02 4.017e-03 -2.741 0.00622 **
## hour18:dow3 -1.142e-02 4.017e-03 -2.844 0.00453 **
## hour19:dow3 -1.146e-02 4.017e-03 -2.853 0.00440 **
## hour20:dow3 -1.029e-02 4.017e-03 -2.561 0.01057 *
## hour21:dow3 -8.854e-03 4.017e-03 -2.204 0.02771 *
## hour22:dow3 -5.530e-03 4.017e-03 -1.377 0.16885
## hour23:dow3 -1.520e-03 4.017e-03 -0.378 0.70521
## hour1:dow4 3.145e-05 4.017e-03 0.008 0.99375
## hour2:dow4 9.542e-04 4.017e-03 0.238 0.81226
## hour3:dow4 2.313e-03 4.017e-03 0.576 0.56479
## hour4:dow4 2.286e-03 4.017e-03 0.569 0.56940
## hour5:dow4 1.032e-03 4.017e-03 0.257 0.79734
## hour6:dow4 4.552e-04 4.017e-03 0.113 0.90979
## hour7:dow4 9.650e-04 4.017e-03 0.240 0.81018
## hour8:dow4 1.586e-03 4.017e-03 0.395 0.69305
## hour9:dow4 2.344e-03 4.017e-03 0.584 0.55960
## hour10:dow4 2.434e-03 4.017e-03 0.606 0.54460
## hour11:dow4 2.866e-03 4.017e-03 0.714 0.47567
## hour12:dow4 2.135e-03 4.017e-03 0.532 0.59512
## hour13:dow4 8.967e-04 4.017e-03 0.223 0.82339
## hour14:dow4 -2.206e-03 4.017e-03 -0.549 0.58302
## hour15:dow4 -6.553e-03 4.017e-03 -1.631 0.10306
## hour16:dow4 -6.351e-03 4.017e-03 -1.581 0.11414
## hour17:dow4 -8.104e-03 4.017e-03 -2.018 0.04386 *
## hour18:dow4 -8.590e-03 4.017e-03 -2.138 0.03269 *
## hour19:dow4 -8.804e-03 4.017e-03 -2.192 0.02859 *
## hour20:dow4 -7.460e-03 4.017e-03 -1.857 0.06353 .
## hour21:dow4 -6.373e-03 4.017e-03 -1.587 0.11285
## hour22:dow4 -3.714e-03 4.017e-03 -0.925 0.35535
## hour23:dow4 2.576e-04 4.017e-03 0.064 0.94887
## hour1:dow5 8.621e-04 3.961e-03 0.218 0.82772
## hour2:dow5 1.342e-03 3.961e-03 0.339 0.73477
## hour3:dow5 2.474e-03 3.961e-03 0.625 0.53235
## hour4:dow5 3.261e-03 3.961e-03 0.823 0.41048
## hour5:dow5 3.619e-03 3.961e-03 0.914 0.36104
## hour6:dow5 3.265e-03 3.961e-03 0.824 0.40986
## hour7:dow5 3.357e-03 3.961e-03 0.848 0.39678
## hour8:dow5 4.142e-03 3.961e-03 1.046 0.29583
## hour9:dow5 4.805e-03 3.961e-03 1.213 0.22531
## hour10:dow5 4.903e-03 3.961e-03 1.238 0.21602
## hour11:dow5 5.185e-03 3.961e-03 1.309 0.19078
## hour12:dow5 4.288e-03 3.961e-03 1.083 0.27923
## hour13:dow5 2.805e-03 3.961e-03 0.708 0.47898
## hour14:dow5 -7.233e-04 3.961e-03 -0.183 0.85512
## hour15:dow5 -5.000e-03 3.961e-03 -1.262 0.20704
## hour16:dow5 -5.198e-03 3.961e-03 -1.312 0.18964
## hour17:dow5 -6.608e-03 3.961e-03 -1.668 0.09551 .
## hour18:dow5 -7.278e-03 3.961e-03 -1.838 0.06638 .
## hour19:dow5 -7.923e-03 3.961e-03 -2.000 0.04569 *
## hour20:dow5 -6.739e-03 3.961e-03 -1.702 0.08910 .
## hour21:dow5 -6.017e-03 3.961e-03 -1.519 0.12898
## hour22:dow5 -3.796e-03 3.961e-03 -0.958 0.33810
## hour23:dow5 -2.364e-04 3.961e-03 -0.060 0.95242
## hour1:dow6 4.067e-04 4.017e-03 0.101 0.91937
## hour2:dow6 1.630e-03 4.017e-03 0.406 0.68494
## hour3:dow6 3.783e-03 4.017e-03 0.942 0.34651
## hour4:dow6 5.674e-03 4.017e-03 1.413 0.15801
## hour5:dow6 5.624e-03 4.017e-03 1.400 0.16177
## hour6:dow6 4.782e-03 4.017e-03 1.190 0.23413
## hour7:dow6 5.121e-03 4.017e-03 1.275 0.20256
## hour8:dow6 5.563e-03 4.017e-03 1.385 0.16630
## hour9:dow6 6.063e-03 4.017e-03 1.510 0.13144
## hour10:dow6 6.225e-03 4.017e-03 1.550 0.12150
## hour11:dow6 6.562e-03 4.017e-03 1.634 0.10262
## hour12:dow6 5.696e-03 4.017e-03 1.418 0.15647
## hour13:dow6 4.250e-03 4.017e-03 1.058 0.29030
## hour14:dow6 1.132e-03 4.017e-03 0.282 0.77809
## hour15:dow6 -2.883e-03 4.017e-03 -0.718 0.47302
## hour16:dow6 -2.551e-03 4.017e-03 -0.635 0.52558
## hour17:dow6 -3.603e-03 4.017e-03 -0.897 0.36987
## hour18:dow6 -4.092e-03 4.017e-03 -1.019 0.30851
## hour19:dow6 -3.854e-03 4.017e-03 -0.959 0.33754
## hour20:dow6 -1.831e-03 4.017e-03 -0.456 0.64865
## hour21:dow6 -6.824e-04 4.017e-03 -0.170 0.86512
## hour22:dow6 2.356e-03 4.017e-03 0.587 0.55758
## hour23:dow6 7.621e-03 4.017e-03 1.897 0.05803 .
## hour1:dow7 -3.834e-04 4.017e-03 -0.095 0.92397
## hour2:dow7 1.065e-03 4.017e-03 0.265 0.79093
## hour3:dow7 9.660e-03 4.017e-03 2.405 0.01633 *
## hour4:dow7 4.041e-03 4.017e-03 1.006 0.31466
## hour5:dow7 1.813e-03 4.017e-03 0.451 0.65184
## hour6:dow7 1.935e-04 4.017e-03 0.048 0.96159
## hour7:dow7 -8.907e-04 4.017e-03 -0.222 0.82456
## hour8:dow7 -1.173e-03 4.017e-03 -0.292 0.77023
## hour9:dow7 -9.833e-04 4.017e-03 -0.245 0.80666
## hour10:dow7 -1.059e-03 4.017e-03 -0.264 0.79211
## hour11:dow7 -9.219e-04 4.017e-03 -0.230 0.81851
## hour12:dow7 -1.140e-03 4.017e-03 -0.284 0.77660
## hour13:dow7 -1.214e-03 4.017e-03 -0.302 0.76245
## hour14:dow7 -1.389e-03 4.017e-03 -0.346 0.72955
## hour15:dow7 -2.804e-03 4.017e-03 -0.698 0.48533
## hour16:dow7 -2.241e-03 4.017e-03 -0.558 0.57704
## hour17:dow7 -2.544e-03 4.017e-03 -0.633 0.52660
## hour18:dow7 -2.352e-03 4.017e-03 -0.585 0.55836
## hour19:dow7 -1.994e-03 4.017e-03 -0.496 0.61973
## hour20:dow7 -1.447e-03 4.017e-03 -0.360 0.71870
## hour21:dow7 -1.027e-03 4.017e-03 -0.256 0.79816
## hour22:dow7 -8.374e-04 4.017e-03 -0.208 0.83490
## hour23:dow7 4.612e-04 4.017e-03 0.115 0.90862
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for gaussian family taken to be 3.226962e-05)
##
## Null deviance: 0.278997 on 1345 degrees of freedom
## Residual deviance: 0.037981 on 1177 degrees of freedom
## AIC: -9933.7
##
## Number of Fisher Scoring iterations: 2
##
##
## z test of coefficients:
##
## Estimate Std. Error z value Pr(>|z|)
## hour0 2.5265e-02 1.2886e-03 19.6061 < 2.2e-16 ***
## hour1 2.3532e-02 1.1949e-03 19.6937 < 2.2e-16 ***
## hour2 2.0479e-02 1.0542e-03 19.4258 < 2.2e-16 ***
## hour3 1.6146e-02 1.0785e-03 14.9710 < 2.2e-16 ***
## hour4 1.2024e-02 9.1195e-04 13.1849 < 2.2e-16 ***
## hour5 9.0597e-03 6.3614e-04 14.2416 < 2.2e-16 ***
## hour6 6.2198e-03 4.5570e-04 13.6488 < 2.2e-16 ***
## hour7 3.9881e-03 3.9904e-04 9.9940 < 2.2e-16 ***
## hour8 2.5368e-03 2.9920e-04 8.4786 < 2.2e-16 ***
## hour9 1.4820e-03 1.5625e-04 9.4846 < 2.2e-16 ***
## hour10 1.2538e-03 2.0854e-04 6.0126 1.826e-09 ***
## hour11 1.2950e-03 2.4788e-04 5.2241 1.750e-07 ***
## hour12 2.7761e-03 5.8171e-04 4.7723 1.821e-06 ***
## hour13 5.3936e-03 1.3325e-03 4.0477 5.172e-05 ***
## hour14 1.0498e-02 2.1477e-03 4.8879 1.019e-06 ***
## hour15 1.5825e-02 3.5289e-03 4.4844 7.313e-06 ***
## hour16 1.7234e-02 3.0288e-03 5.6900 1.271e-08 ***
## hour17 2.0117e-02 3.1982e-03 6.2900 3.175e-10 ***
## hour18 2.1683e-02 3.5157e-03 6.1675 6.938e-10 ***
## hour19 2.2622e-02 3.3404e-03 6.7722 1.268e-11 ***
## hour20 2.3179e-02 3.0291e-03 7.6524 1.973e-14 ***
## hour21 2.4302e-02 2.9196e-03 8.3236 < 2.2e-16 ***
## hour22 2.4785e-02 3.4338e-03 7.2181 5.271e-13 ***
## hour23 2.3626e-02 3.0749e-03 7.6832 1.551e-14 ***
## dow2 -3.8679e-03 3.7032e-03 -1.0445 0.29627
## dow3 -3.9851e-04 4.4055e-03 -0.0905 0.92792
## dow4 -3.0601e-03 2.5617e-03 -1.1945 0.23227
## dow5 -5.5427e-03 2.4925e-03 -2.2238 0.02616 *
## dow6 -6.7484e-03 2.6339e-03 -2.5621 0.01040 *
## dow7 9.0881e-04 2.7508e-03 0.3304 0.74111
## hour1:dow2 -1.7465e-03 5.0129e-03 -0.3484 0.72754
## hour2:dow2 -1.0593e-03 4.8692e-03 -0.2175 0.82778
## hour3:dow2 -2.2701e-04 4.5073e-03 -0.0504 0.95983
## hour4:dow2 2.5872e-04 4.1666e-03 0.0621 0.95049
## hour5:dow2 4.6498e-04 3.9273e-03 0.1184 0.90575
## hour6:dow2 1.9694e-03 3.8865e-03 0.5067 0.61236
## hour7:dow2 2.4327e-03 3.7960e-03 0.6409 0.52161
## hour8:dow2 2.3882e-03 3.7260e-03 0.6410 0.52155
## hour9:dow2 3.0762e-03 3.7092e-03 0.8293 0.40691
## hour10:dow2 3.2203e-03 3.7105e-03 0.8679 0.38545
## hour11:dow2 3.5193e-03 3.7170e-03 0.9468 0.34374
## hour12:dow2 2.5164e-03 3.7632e-03 0.6687 0.50369
## hour13:dow2 1.5663e-03 4.0774e-03 0.3841 0.70088
## hour14:dow2 -7.6384e-04 4.8483e-03 -0.1575 0.87481
## hour15:dow2 -3.9049e-03 5.9142e-03 -0.6603 0.50909
## hour16:dow2 -2.6189e-03 5.9994e-03 -0.4365 0.66245
## hour17:dow2 -3.7728e-03 6.3614e-03 -0.5931 0.55313
## hour18:dow2 -4.1982e-03 6.8998e-03 -0.6085 0.54289
## hour19:dow2 -3.7356e-03 7.1736e-03 -0.5207 0.60255
## hour20:dow2 -2.7312e-03 7.1421e-03 -0.3824 0.70216
## hour21:dow2 -1.3306e-03 7.1230e-03 -0.1868 0.85182
## hour22:dow2 1.4929e-03 7.3906e-03 0.2020 0.83992
## hour23:dow2 5.1921e-03 6.8994e-03 0.7525 0.45172
## hour1:dow3 -1.7209e-03 5.9052e-03 -0.2914 0.77073
## hour2:dow3 -6.1748e-04 5.6694e-03 -0.1089 0.91327
## hour3:dow3 -4.7813e-04 5.2648e-03 -0.0908 0.92764
## hour4:dow3 -2.9697e-04 4.9287e-03 -0.0603 0.95196
## hour5:dow3 -4.8593e-04 4.7315e-03 -0.1027 0.91820
## hour6:dow3 -1.3103e-03 4.5507e-03 -0.2879 0.77340
## hour7:dow3 -1.4763e-03 4.4531e-03 -0.3315 0.74025
## hour8:dow3 -9.2839e-04 4.4252e-03 -0.2098 0.83383
## hour9:dow3 -3.1687e-04 4.4105e-03 -0.0718 0.94273
## hour10:dow3 -2.3154e-04 4.4113e-03 -0.0525 0.95814
## hour11:dow3 -2.1316e-05 4.4130e-03 -0.0048 0.99615
## hour12:dow3 -8.8380e-04 4.4455e-03 -0.1988 0.84241
## hour13:dow3 -2.3426e-03 4.6085e-03 -0.5083 0.61124
## hour14:dow3 -5.7879e-03 4.9379e-03 -1.1722 0.24114
## hour15:dow3 -9.8055e-03 5.7234e-03 -1.7132 0.08667 .
## hour16:dow3 -9.9414e-03 5.4678e-03 -1.8182 0.06904 .
## hour17:dow3 -1.1009e-02 5.6909e-03 -1.9346 0.05304 .
## hour18:dow3 -1.1423e-02 5.9138e-03 -1.9316 0.05340 .
## hour19:dow3 -1.1461e-02 5.8604e-03 -1.9556 0.05051 .
## hour20:dow3 -1.0285e-02 5.7289e-03 -1.7954 0.07260 .
## hour21:dow3 -8.8535e-03 5.6150e-03 -1.5768 0.11485
## hour22:dow3 -5.5302e-03 6.0722e-03 -0.9107 0.36244
## hour23:dow3 -1.5199e-03 5.8691e-03 -0.2590 0.79566
## hour1:dow4 3.1449e-05 3.8278e-03 0.0082 0.99344
## hour2:dow4 9.5424e-04 4.2622e-03 0.2239 0.82285
## hour3:dow4 2.3133e-03 3.6646e-03 0.6313 0.52786
## hour4:dow4 2.2859e-03 3.1551e-03 0.7245 0.46874
## hour5:dow4 1.0317e-03 2.8351e-03 0.3639 0.71594
## hour6:dow4 4.5521e-04 2.6664e-03 0.1707 0.86444
## hour7:dow4 9.6505e-04 2.6127e-03 0.3694 0.71185
## hour8:dow4 1.5859e-03 2.5885e-03 0.6127 0.54009
## hour9:dow4 2.3442e-03 2.5707e-03 0.9119 0.36181
## hour10:dow4 2.4344e-03 2.5717e-03 0.9466 0.34384
## hour11:dow4 2.8661e-03 2.5755e-03 1.1128 0.26578
## hour12:dow4 2.1352e-03 2.6324e-03 0.8111 0.41728
## hour13:dow4 8.9668e-04 2.9054e-03 0.3086 0.75761
## hour14:dow4 -2.2058e-03 3.4183e-03 -0.6453 0.51874
## hour15:dow4 -6.5534e-03 4.4956e-03 -1.4577 0.14492
## hour16:dow4 -6.3507e-03 4.2195e-03 -1.5051 0.13230
## hour17:dow4 -8.1041e-03 4.3385e-03 -1.8680 0.06177 .
## hour18:dow4 -8.5897e-03 4.6432e-03 -1.8499 0.06432 .
## hour19:dow4 -8.8039e-03 4.5634e-03 -1.9292 0.05370 .
## hour20:dow4 -7.4600e-03 4.4140e-03 -1.6901 0.09101 .
## hour21:dow4 -6.3734e-03 4.2926e-03 -1.4848 0.13761
## hour22:dow4 -3.7140e-03 4.7007e-03 -0.7901 0.42947
## hour23:dow4 2.5762e-04 4.6631e-03 0.0552 0.95594
## hour1:dow5 8.6211e-04 3.6071e-03 0.2390 0.81110
## hour2:dow5 1.3421e-03 3.3008e-03 0.4066 0.68429
## hour3:dow5 2.4739e-03 3.0990e-03 0.7983 0.42471
## hour4:dow5 3.2609e-03 2.9158e-03 1.1184 0.26340
## hour5:dow5 3.6190e-03 2.7688e-03 1.3071 0.19119
## hour6:dow5 3.2653e-03 2.6214e-03 1.2456 0.21290
## hour7:dow5 3.3574e-03 2.5395e-03 1.3221 0.18615
## hour8:dow5 4.1423e-03 2.5197e-03 1.6440 0.10018
## hour9:dow5 4.8049e-03 2.4985e-03 1.9231 0.05447 .
## hour10:dow5 4.9026e-03 2.5034e-03 1.9584 0.05018 .
## hour11:dow5 5.1846e-03 2.5056e-03 2.0692 0.03853 *
## hour12:dow5 4.2876e-03 2.5621e-03 1.6734 0.09424 .
## hour13:dow5 2.8048e-03 2.8455e-03 0.9857 0.32428
## hour14:dow5 -7.2333e-04 3.3460e-03 -0.2162 0.82885
## hour15:dow5 -5.0000e-03 4.4172e-03 -1.1319 0.25766
## hour16:dow5 -5.1979e-03 4.0926e-03 -1.2701 0.20406
## hour17:dow5 -6.6077e-03 4.2970e-03 -1.5377 0.12411
## hour18:dow5 -7.2779e-03 4.5929e-03 -1.5846 0.11306
## hour19:dow5 -7.9226e-03 4.4485e-03 -1.7810 0.07492 .
## hour20:dow5 -6.7393e-03 4.2900e-03 -1.5710 0.11619
## hour21:dow5 -6.0170e-03 4.2522e-03 -1.4150 0.15706
## hour22:dow5 -3.7956e-03 4.6781e-03 -0.8113 0.41717
## hour23:dow5 -2.3636e-04 4.4481e-03 -0.0531 0.95762
## hour1:dow6 4.0668e-04 3.3895e-03 0.1200 0.90450
## hour2:dow6 1.6302e-03 3.2053e-03 0.5086 0.61105
## hour3:dow6 3.7829e-03 3.2386e-03 1.1681 0.24279
## hour4:dow6 5.6745e-03 3.0496e-03 1.8607 0.06278 .
## hour5:dow6 5.6237e-03 2.8977e-03 1.9407 0.05229 .
## hour6:dow6 4.7816e-03 2.7443e-03 1.7424 0.08145 .
## hour7:dow6 5.1215e-03 2.6851e-03 1.9073 0.05648 .
## hour8:dow6 5.5635e-03 2.6570e-03 2.0939 0.03627 *
## hour9:dow6 6.0634e-03 2.6416e-03 2.2953 0.02171 *
## hour10:dow6 6.2246e-03 2.6432e-03 2.3549 0.01853 *
## hour11:dow6 6.5618e-03 2.6479e-03 2.4781 0.01321 *
## hour12:dow6 5.6957e-03 2.6990e-03 2.1103 0.03484 *
## hour13:dow6 4.2495e-03 2.9577e-03 1.4368 0.15079
## hour14:dow6 1.1322e-03 3.4673e-03 0.3265 0.74401
## hour15:dow6 -2.8833e-03 4.4947e-03 -0.6415 0.52120
## hour16:dow6 -2.5505e-03 4.2034e-03 -0.6068 0.54400
## hour17:dow6 -3.6033e-03 4.4259e-03 -0.8141 0.41556
## hour18:dow6 -4.0923e-03 4.7251e-03 -0.8661 0.38645
## hour19:dow6 -3.8539e-03 4.6946e-03 -0.8209 0.41169
## hour20:dow6 -1.8307e-03 4.5282e-03 -0.4043 0.68600
## hour21:dow6 -6.8244e-04 4.3976e-03 -0.1552 0.87668
## hour22:dow6 2.3563e-03 4.6697e-03 0.5046 0.61384
## hour23:dow6 7.6211e-03 4.4589e-03 1.7092 0.08742 .
## hour1:dow7 -3.8341e-04 3.2558e-03 -0.1178 0.90626
## hour2:dow7 1.0651e-03 3.2444e-03 0.3283 0.74269
## hour3:dow7 9.6603e-03 8.0472e-03 1.2005 0.22996
## hour4:dow7 4.0406e-03 3.6392e-03 1.1103 0.26687
## hour5:dow7 1.8129e-03 3.0046e-03 0.6034 0.54626
## hour6:dow7 1.9348e-04 2.8919e-03 0.0669 0.94666
## hour7:dow7 -8.9067e-04 2.8145e-03 -0.3165 0.75166
## hour8:dow7 -1.1735e-03 2.7779e-03 -0.4224 0.67271
## hour9:dow7 -9.8326e-04 2.7602e-03 -0.3562 0.72167
## hour10:dow7 -1.0590e-03 2.7597e-03 -0.3837 0.70119
## hour11:dow7 -9.2192e-04 2.7635e-03 -0.3336 0.73868
## hour12:dow7 -1.1400e-03 2.8159e-03 -0.4049 0.68559
## hour13:dow7 -1.2144e-03 3.0629e-03 -0.3965 0.69174
## hour14:dow7 -1.3890e-03 3.5165e-03 -0.3950 0.69285
## hour15:dow7 -2.8037e-03 4.5300e-03 -0.6189 0.53598
## hour16:dow7 -2.2408e-03 4.1688e-03 -0.5375 0.59090
## hour17:dow7 -2.5443e-03 4.3713e-03 -0.5820 0.56054
## hour18:dow7 -2.3516e-03 4.6114e-03 -0.5100 0.61008
## hour19:dow7 -1.9938e-03 4.5293e-03 -0.4402 0.65980
## hour20:dow7 -1.4472e-03 4.3585e-03 -0.3320 0.73986
## hour21:dow7 -1.0275e-03 4.3321e-03 -0.2372 0.81252
## hour22:dow7 -8.3735e-04 4.6087e-03 -0.1817 0.85583
## hour23:dow7 4.6116e-04 4.3610e-03 0.1057 0.91578
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Call:
## glm(formula = form, data = df)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -0.0104371 -0.0010384 0.0003457 0.0014095 0.0072175
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -1.936e-03 3.380e-04 -5.727 2.29e-08 ***
## lin1 1.027e-05 3.470e-06 2.959 0.00331 **
## lin2 7.924e-06 3.439e-06 2.304 0.02183 *
## postchange 2.145e-04 4.752e-04 0.451 0.65209
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for gaussian family taken to be 4.75635e-06)
##
## Null deviance: 0.0019080 on 336 degrees of freedom
## Residual deviance: 0.0015839 on 333 degrees of freedom
## AIC: -3167.9
##
## Number of Fisher Scoring iterations: 2
##
##
## z test of coefficients:
##
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) -1.9358e-03 3.3748e-04 -5.7360 9.694e-09 ***
## lin1 1.0265e-05 3.2795e-06 3.1300 0.001748 **
## lin2 7.9237e-06 1.9100e-06 4.1485 3.346e-05 ***
## postchange 2.1446e-04 3.8078e-04 0.5632 0.573294
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [1] "32 Regression for rate_xbxcall model2 on 2016-11-17/blue/content change"
##
## Call:
## glm(formula = form, data = df)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -0.05265 -0.00081 -0.00011 0.00054 0.34466
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## hour0 2.158e-02 5.527e-03 3.905 9.97e-05 ***
## hour1 2.017e-02 5.527e-03 3.650 0.000274 ***
## hour2 1.721e-02 5.527e-03 3.114 0.001892 **
## hour3 1.299e-02 5.527e-03 2.350 0.018948 *
## hour4 9.427e-03 5.527e-03 1.706 0.088346 .
## hour5 6.851e-03 5.527e-03 1.240 0.215391
## hour6 4.608e-03 5.527e-03 0.834 0.404613
## hour7 2.492e-03 5.527e-03 0.451 0.652138
## hour8 1.474e-03 5.527e-03 0.267 0.789741
## hour9 9.925e-04 5.527e-03 0.180 0.857517
## hour10 8.866e-04 5.527e-03 0.160 0.872581
## hour11 1.130e-03 5.527e-03 0.204 0.838096
## hour12 2.731e-03 5.527e-03 0.494 0.621296
## hour13 5.534e-03 5.527e-03 1.001 0.316901
## hour14 9.742e-03 5.527e-03 1.763 0.078220 .
## hour15 1.291e-02 5.527e-03 2.336 0.019670 *
## hour16 1.227e-02 5.170e-03 2.374 0.017755 *
## hour17 1.549e-02 5.170e-03 2.996 0.002791 **
## hour18 1.573e-02 5.170e-03 3.043 0.002398 **
## hour19 1.684e-02 5.170e-03 3.258 0.001155 **
## hour20 1.737e-02 5.170e-03 3.360 0.000804 ***
## hour21 1.830e-02 5.170e-03 3.539 0.000417 ***
## hour22 1.838e-02 5.170e-03 3.556 0.000393 ***
## hour23 1.736e-02 5.170e-03 3.359 0.000808 ***
## dow2 -6.277e-03 7.568e-03 -0.829 0.407076
## dow3 -4.028e-03 7.568e-03 -0.532 0.594681
## dow4 -4.019e-03 7.568e-03 -0.531 0.595457
## dow5 -5.309e-03 7.369e-03 -0.720 0.471426
## dow6 -6.281e-03 7.568e-03 -0.830 0.406775
## dow7 1.942e-03 7.568e-03 0.257 0.797568
## hour1:dow2 -2.213e-03 1.070e-02 -0.207 0.836201
## hour2:dow2 -1.807e-03 1.070e-02 -0.169 0.865987
## hour3:dow2 2.441e-04 1.070e-02 0.023 0.981810
## hour4:dow2 1.973e-03 1.070e-02 0.184 0.853751
## hour5:dow2 2.722e-03 1.070e-02 0.254 0.799316
## hour6:dow2 4.197e-03 1.070e-02 0.392 0.695014
## hour7:dow2 5.346e-03 1.070e-02 0.499 0.617533
## hour8:dow2 5.395e-03 1.070e-02 0.504 0.614329
## hour9:dow2 5.709e-03 1.070e-02 0.533 0.593824
## hour10:dow2 5.889e-03 1.070e-02 0.550 0.582284
## hour11:dow2 5.918e-03 1.070e-02 0.553 0.580429
## hour12:dow2 4.755e-03 1.070e-02 0.444 0.656947
## hour13:dow2 2.731e-03 1.070e-02 0.255 0.798629
## hour14:dow2 -4.130e-04 1.070e-02 -0.039 0.969229
## hour15:dow2 -2.504e-03 1.070e-02 -0.234 0.815057
## hour16:dow2 -3.814e-04 1.052e-02 -0.036 0.971093
## hour17:dow2 -2.847e-03 1.052e-02 -0.271 0.786767
## hour18:dow2 -2.753e-03 1.052e-02 -0.262 0.793630
## hour19:dow2 -2.921e-03 1.052e-02 -0.278 0.781371
## hour20:dow2 -2.156e-03 1.052e-02 -0.205 0.837715
## hour21:dow2 -5.160e-04 1.052e-02 -0.049 0.960902
## hour22:dow2 2.646e-03 1.052e-02 0.251 0.801500
## hour23:dow2 6.097e-03 1.052e-02 0.579 0.562427
## hour1:dow3 -1.005e-03 1.070e-02 -0.094 0.925220
## hour2:dow3 -3.179e-04 1.070e-02 -0.030 0.976312
## hour3:dow3 7.240e-04 1.070e-02 0.068 0.946078
## hour4:dow3 1.733e-03 1.070e-02 0.162 0.871408
## hour5:dow3 3.209e-03 1.070e-02 0.300 0.764393
## hour6:dow3 2.996e-03 1.070e-02 0.280 0.779610
## hour7:dow3 2.900e-03 1.070e-02 0.271 0.786455
## hour8:dow3 3.324e-03 1.070e-02 0.311 0.756166
## hour9:dow3 3.614e-03 1.070e-02 0.338 0.735658
## hour10:dow3 3.715e-03 1.070e-02 0.347 0.728600
## hour11:dow3 3.856e-03 1.070e-02 0.360 0.718741
## hour12:dow3 3.041e-03 1.070e-02 0.284 0.776333
## hour13:dow3 1.434e-03 1.070e-02 0.134 0.893467
## hour14:dow3 -1.835e-03 1.070e-02 -0.171 0.863897
## hour15:dow3 -4.143e-03 1.070e-02 -0.387 0.698785
## hour16:dow3 -2.547e-03 1.052e-02 -0.242 0.808757
## hour17:dow3 -4.892e-03 1.052e-02 -0.465 0.642067
## hour18:dow3 -4.393e-03 1.052e-02 -0.417 0.676409
## hour19:dow3 -4.946e-03 1.052e-02 -0.470 0.638433
## hour20:dow3 -3.786e-03 1.052e-02 -0.360 0.719095
## hour21:dow3 -2.095e-03 1.052e-02 -0.199 0.842208
## hour22:dow3 4.409e-04 1.052e-02 0.042 0.966584
## hour23:dow3 4.329e-03 1.052e-02 0.411 0.680897
## hour1:dow4 9.476e-06 1.070e-02 0.001 0.999294
## hour2:dow4 -3.243e-04 1.070e-02 -0.030 0.975832
## hour3:dow4 1.672e-03 1.070e-02 0.156 0.875873
## hour4:dow4 2.308e-03 1.070e-02 0.216 0.829294
## hour5:dow4 1.719e-03 1.070e-02 0.161 0.872454
## hour6:dow4 1.739e-03 1.070e-02 0.163 0.870934
## hour7:dow4 2.654e-03 1.070e-02 0.248 0.804172
## hour8:dow4 3.167e-03 1.070e-02 0.296 0.767346
## hour9:dow4 3.589e-03 1.070e-02 0.335 0.737432
## hour10:dow4 3.788e-03 1.070e-02 0.354 0.723489
## hour11:dow4 4.036e-03 1.070e-02 0.377 0.706174
## hour12:dow4 3.331e-03 1.070e-02 0.311 0.755685
## hour13:dow4 1.635e-03 1.070e-02 0.153 0.878579
## hour14:dow4 -1.379e-03 1.070e-02 -0.129 0.897523
## hour15:dow4 -3.990e-03 1.070e-02 -0.373 0.709399
## hour16:dow4 -2.374e-03 1.052e-02 -0.226 0.821561
## hour17:dow4 -4.847e-03 1.052e-02 -0.461 0.645149
## hour18:dow4 -4.474e-03 1.052e-02 -0.425 0.670819
## hour19:dow4 -4.484e-03 1.052e-02 -0.426 0.670127
## hour20:dow4 -3.519e-03 1.052e-02 -0.334 0.738097
## hour21:dow4 -1.998e-03 1.052e-02 -0.190 0.849428
## hour22:dow4 5.548e-04 1.052e-02 0.053 0.957964
## hour23:dow4 3.314e-03 1.052e-02 0.315 0.752851
## hour1:dow5 -7.103e-04 1.056e-02 -0.067 0.946404
## hour2:dow5 -2.983e-04 1.056e-02 -0.028 0.977478
## hour3:dow5 1.365e-03 1.056e-02 0.129 0.897207
## hour4:dow5 2.481e-03 1.056e-02 0.235 0.814352
## hour5:dow5 3.005e-03 1.056e-02 0.284 0.776100
## hour6:dow5 3.219e-03 1.056e-02 0.305 0.760601
## hour7:dow5 3.982e-03 1.056e-02 0.377 0.706233
## hour8:dow5 4.509e-03 1.056e-02 0.427 0.669545
## hour9:dow5 4.893e-03 1.056e-02 0.463 0.643278
## hour10:dow5 5.044e-03 1.056e-02 0.477 0.633120
## hour11:dow5 5.210e-03 1.056e-02 0.493 0.621944
## hour12:dow5 4.189e-03 1.056e-02 0.397 0.691772
## hour13:dow5 2.204e-03 1.056e-02 0.209 0.834783
## hour14:dow5 -1.186e-03 1.056e-02 -0.112 0.910660
## hour15:dow5 -3.523e-03 1.056e-02 -0.334 0.738782
## hour16:dow5 -1.902e-03 1.038e-02 -0.183 0.854626
## hour17:dow5 -4.340e-03 1.038e-02 -0.418 0.675999
## hour18:dow5 -4.084e-03 1.038e-02 -0.393 0.694116
## hour19:dow5 -4.553e-03 1.038e-02 -0.439 0.661019
## hour20:dow5 -3.621e-03 1.038e-02 -0.349 0.727314
## hour21:dow5 -2.475e-03 1.038e-02 -0.238 0.811610
## hour22:dow5 6.313e-05 1.038e-02 0.006 0.995149
## hour23:dow5 2.830e-03 1.038e-02 0.273 0.785171
## hour1:dow6 1.039e-04 1.070e-02 0.010 0.992258
## hour2:dow6 1.568e-03 1.070e-02 0.146 0.883554
## hour3:dow6 3.335e-03 1.070e-02 0.312 0.755416
## hour4:dow6 5.907e-03 1.070e-02 0.552 0.581125
## hour5:dow6 5.105e-03 1.070e-02 0.477 0.633494
## hour6:dow6 4.584e-03 1.070e-02 0.428 0.668485
## hour7:dow6 5.470e-03 1.070e-02 0.511 0.609388
## hour8:dow6 5.784e-03 1.070e-02 0.540 0.589003
## hour9:dow6 6.034e-03 1.070e-02 0.564 0.573046
## hour10:dow6 6.279e-03 1.070e-02 0.587 0.557561
## hour11:dow6 6.399e-03 1.070e-02 0.598 0.550026
## hour12:dow6 5.585e-03 1.070e-02 0.522 0.601887
## hour13:dow6 3.905e-03 1.070e-02 0.365 0.715269
## hour14:dow6 9.900e-04 1.070e-02 0.092 0.926320
## hour15:dow6 -1.027e-03 1.070e-02 -0.096 0.923595
## hour16:dow6 8.789e-04 1.052e-02 0.084 0.933453
## hour17:dow6 -1.123e-03 1.052e-02 -0.107 0.915002
## hour18:dow6 6.213e-03 1.052e-02 0.590 0.555042
## hour19:dow6 4.188e-02 1.052e-02 3.980 7.33e-05 ***
## hour20:dow6 5.039e-02 1.052e-02 4.789 1.90e-06 ***
## hour21:dow6 2.300e-03 1.070e-02 0.215 0.829866
## hour22:dow6 5.858e-03 1.070e-02 0.547 0.584281
## hour23:dow6 1.652e-02 1.052e-02 1.570 0.116669
## hour1:dow7 -8.549e-04 1.070e-02 -0.080 0.936352
## hour2:dow7 -3.407e-04 1.070e-02 -0.032 0.974612
## hour3:dow7 1.162e-03 1.070e-02 0.109 0.913567
## hour4:dow7 1.334e-03 1.070e-02 0.125 0.900856
## hour5:dow7 -1.541e-04 1.070e-02 -0.014 0.988512
## hour6:dow7 -1.759e-03 1.070e-02 -0.164 0.869486
## hour7:dow7 -1.709e-03 1.070e-02 -0.160 0.873194
## hour8:dow7 -1.999e-03 1.070e-02 -0.187 0.851871
## hour9:dow7 -1.653e-03 1.070e-02 -0.154 0.877261
## hour10:dow7 -1.192e-03 1.070e-02 -0.111 0.911310
## hour11:dow7 -1.478e-03 1.070e-02 -0.138 0.890161
## hour12:dow7 -1.278e-03 1.070e-02 -0.119 0.904959
## hour13:dow7 -1.131e-03 1.070e-02 -0.106 0.915886
## hour14:dow7 -1.004e-03 1.070e-02 -0.094 0.925299
## hour15:dow7 -1.877e-03 1.070e-02 -0.175 0.860833
## hour16:dow7 5.845e-04 1.052e-02 0.056 0.955716
## hour17:dow7 -1.145e-03 1.070e-02 -0.107 0.914802
## hour18:dow7 -9.111e-05 1.070e-02 -0.009 0.993209
## hour19:dow7 -5.324e-04 1.070e-02 -0.050 0.960336
## hour20:dow7 1.385e-04 1.070e-02 0.013 0.989675
## hour21:dow7 7.792e-04 1.070e-02 0.073 0.941976
## hour22:dow7 1.248e-03 1.070e-02 0.117 0.907179
## hour23:dow7 2.519e-03 1.070e-02 0.235 0.813981
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for gaussian family taken to be 0.000213831)
##
## Null deviance: 0.44186 on 1320 degrees of freedom
## Residual deviance: 0.24633 on 1152 degrees of freedom
## AIC: -7250.1
##
## Number of Fisher Scoring iterations: 2
##
##
## z test of coefficients:
##
## Estimate Std. Error z value Pr(>|z|)
## hour0 2.1582e-02 1.0469e-03 20.6151 < 2.2e-16 ***
## hour1 2.0173e-02 1.3042e-03 15.4674 < 2.2e-16 ***
## hour2 1.7210e-02 1.3578e-03 12.6750 < 2.2e-16 ***
## hour3 1.2988e-02 9.6302e-04 13.4863 < 2.2e-16 ***
## hour4 9.4270e-03 8.7836e-04 10.7325 < 2.2e-16 ***
## hour5 6.8510e-03 6.7171e-04 10.1993 < 2.2e-16 ***
## hour6 4.6079e-03 7.0155e-04 6.5682 5.094e-11 ***
## hour7 2.4922e-03 4.4778e-04 5.5656 2.613e-08 ***
## hour8 1.4741e-03 2.2778e-04 6.4717 9.691e-11 ***
## hour9 9.9251e-04 1.1283e-04 8.7962 < 2.2e-16 ***
## hour10 8.8662e-04 5.7750e-05 15.3527 < 2.2e-16 ***
## hour11 1.1296e-03 1.3953e-04 8.0958 5.687e-16 ***
## hour12 2.7311e-03 2.6539e-04 10.2911 < 2.2e-16 ***
## hour13 5.5340e-03 7.2726e-04 7.6094 2.753e-14 ***
## hour14 9.7423e-03 7.9134e-04 12.3111 < 2.2e-16 ***
## hour15 1.2910e-02 8.6436e-04 14.9360 < 2.2e-16 ***
## hour16 1.2274e-02 1.6701e-03 7.3494 1.991e-13 ***
## hour17 1.5491e-02 7.0782e-04 21.8856 < 2.2e-16 ***
## hour18 1.5731e-02 8.2161e-04 19.1464 < 2.2e-16 ***
## hour19 1.6844e-02 7.0844e-04 23.7759 < 2.2e-16 ***
## hour20 1.7372e-02 8.5735e-04 20.2631 < 2.2e-16 ***
## hour21 1.8299e-02 8.8887e-04 20.5865 < 2.2e-16 ***
## hour22 1.8382e-02 8.9208e-04 20.6058 < 2.2e-16 ***
## hour23 1.7365e-02 6.6541e-04 26.0968 < 2.2e-16 ***
## dow2 -6.2766e-03 1.2462e-03 -5.0368 4.735e-07 ***
## dow3 -4.0278e-03 1.1422e-03 -3.5264 0.0004212 ***
## dow4 -4.0194e-03 1.2654e-03 -3.1764 0.0014913 **
## dow5 -5.3088e-03 1.1555e-03 -4.5945 4.338e-06 ***
## dow6 -6.2807e-03 1.2629e-03 -4.9731 6.589e-07 ***
## dow7 1.9416e-03 2.9306e-03 0.6625 0.5076248
## hour1:dow2 -2.2134e-03 1.9653e-03 -1.1262 0.2600598
## hour2:dow2 -1.8066e-03 1.9968e-03 -0.9048 0.3655864
## hour3:dow2 2.4407e-04 1.7495e-03 0.1395 0.8890465
## hour4:dow2 1.9734e-03 1.6893e-03 1.1682 0.2427427
## hour5:dow2 2.7217e-03 1.4596e-03 1.8647 0.0622236 .
## hour6:dow2 4.1972e-03 1.7060e-03 2.4603 0.0138816 *
## hour7:dow2 5.3459e-03 1.5014e-03 3.5606 0.0003700 ***
## hour8:dow2 5.3947e-03 1.2672e-03 4.2571 2.071e-05 ***
## hour9:dow2 5.7095e-03 1.2516e-03 4.5617 5.074e-06 ***
## hour10:dow2 5.8888e-03 1.2490e-03 4.7150 2.417e-06 ***
## hour11:dow2 5.9178e-03 1.2555e-03 4.7136 2.433e-06 ***
## hour12:dow2 4.7547e-03 1.2767e-03 3.7243 0.0001958 ***
## hour13:dow2 2.7312e-03 1.4494e-03 1.8843 0.0595241 .
## hour14:dow2 -4.1296e-04 1.4806e-03 -0.2789 0.7803141
## hour15:dow2 -2.5041e-03 1.5307e-03 -1.6359 0.1018633
## hour16:dow2 -3.8141e-04 2.1798e-03 -0.1750 0.8611003
## hour17:dow2 -2.8473e-03 1.4505e-03 -1.9630 0.0496445 *
## hour18:dow2 -2.7535e-03 1.5018e-03 -1.8335 0.0667322 .
## hour19:dow2 -2.9212e-03 1.4411e-03 -2.0270 0.0426620 *
## hour20:dow2 -2.1558e-03 1.5381e-03 -1.4015 0.1610498
## hour21:dow2 -5.1596e-04 1.5835e-03 -0.3258 0.7445438
## hour22:dow2 2.6462e-03 1.5875e-03 1.6669 0.0955382 .
## hour23:dow2 6.0971e-03 1.5733e-03 3.8754 0.0001065 ***
## hour1:dow3 -1.0048e-03 1.9804e-03 -0.5074 0.6118991
## hour2:dow3 -3.1787e-04 2.0138e-03 -0.1578 0.8745781
## hour3:dow3 7.2402e-04 1.6564e-03 0.4371 0.6620251
## hour4:dow3 1.7329e-03 1.5291e-03 1.1333 0.2571055
## hour5:dow3 3.2086e-03 1.5392e-03 2.0846 0.0371044 *
## hour6:dow3 2.9957e-03 1.6247e-03 1.8438 0.0652126 .
## hour7:dow3 2.9003e-03 1.2298e-03 2.3583 0.0183604 *
## hour8:dow3 3.3243e-03 1.1673e-03 2.8478 0.0044016 **
## hour9:dow3 3.6143e-03 1.1485e-03 3.1469 0.0016503 **
## hour10:dow3 3.7147e-03 1.1464e-03 3.2404 0.0011935 **
## hour11:dow3 3.8555e-03 1.1563e-03 3.3344 0.0008550 ***
## hour12:dow3 3.0414e-03 1.1820e-03 2.5732 0.0100758 *
## hour13:dow3 1.4336e-03 1.3660e-03 1.0495 0.2939418
## hour14:dow3 -1.8351e-03 1.3978e-03 -1.3128 0.1892496
## hour15:dow3 -4.1426e-03 1.4420e-03 -2.8728 0.0040680 **
## hour16:dow3 -2.5475e-03 2.0333e-03 -1.2529 0.2102593
## hour17:dow3 -4.8925e-03 1.3613e-03 -3.5941 0.0003255 ***
## hour18:dow3 -4.3931e-03 1.4372e-03 -3.0568 0.0022372 **
## hour19:dow3 -4.9460e-03 1.3570e-03 -3.6449 0.0002675 ***
## hour20:dow3 -3.7857e-03 1.4732e-03 -2.5698 0.0101756 *
## hour21:dow3 -2.0953e-03 1.5267e-03 -1.3725 0.1699150
## hour22:dow3 4.4094e-04 1.5499e-03 0.2845 0.7760343
## hour23:dow3 4.3286e-03 1.4725e-03 2.9396 0.0032865 **
## hour1:dow4 9.4758e-06 2.0817e-03 0.0046 0.9963681
## hour2:dow4 -3.2431e-04 1.9782e-03 -0.1639 0.8697789
## hour3:dow4 1.6722e-03 1.8457e-03 0.9060 0.3649292
## hour4:dow4 2.3082e-03 1.6873e-03 1.3679 0.1713374
## hour5:dow4 1.7187e-03 1.5372e-03 1.1180 0.2635491
## hour6:dow4 1.7393e-03 1.4711e-03 1.1823 0.2370855
## hour7:dow4 2.6544e-03 1.3493e-03 1.9673 0.0491462 *
## hour8:dow4 3.1672e-03 1.2868e-03 2.4613 0.0138425 *
## hour9:dow4 3.5891e-03 1.2713e-03 2.8232 0.0047552 **
## hour10:dow4 3.7876e-03 1.2688e-03 2.9851 0.0028346 **
## hour11:dow4 4.0360e-03 1.2804e-03 3.1522 0.0016205 **
## hour12:dow4 3.3310e-03 1.3069e-03 2.5488 0.0108109 *
## hour13:dow4 1.6355e-03 1.4724e-03 1.1107 0.2666862
## hour14:dow4 -1.3787e-03 1.5060e-03 -0.9155 0.3599359
## hour15:dow4 -3.9896e-03 1.5603e-03 -2.5569 0.0105613 *
## hour16:dow4 -2.3739e-03 2.1377e-03 -1.1105 0.2668019
## hour17:dow4 -4.8473e-03 1.5117e-03 -3.2065 0.0013435 **
## hour18:dow4 -4.4737e-03 1.6183e-03 -2.7644 0.0057028 **
## hour19:dow4 -4.4837e-03 1.5913e-03 -2.8176 0.0048387 **
## hour20:dow4 -3.5195e-03 1.6753e-03 -2.1008 0.0356552 *
## hour21:dow4 -1.9982e-03 1.7200e-03 -1.1618 0.2453233
## hour22:dow4 5.5477e-04 1.7100e-03 0.3244 0.7456172
## hour23:dow4 3.3143e-03 1.5146e-03 2.1883 0.0286511 *
## hour1:dow5 -7.1026e-04 1.7821e-03 -0.3986 0.6902179
## hour2:dow5 -2.9827e-04 1.8703e-03 -0.1595 0.8732898
## hour3:dow5 1.3650e-03 1.6640e-03 0.8203 0.4120395
## hour4:dow5 2.4810e-03 1.6511e-03 1.5027 0.1329249
## hour5:dow5 3.0050e-03 1.4617e-03 2.0559 0.0397966 *
## hour6:dow5 3.2193e-03 1.4368e-03 2.2405 0.0250566 *
## hour7:dow5 3.9825e-03 1.2473e-03 3.1929 0.0014084 **
## hour8:dow5 4.5093e-03 1.1806e-03 3.8195 0.0001337 ***
## hour9:dow5 4.8934e-03 1.1619e-03 4.2116 2.536e-05 ***
## hour10:dow5 5.0436e-03 1.1616e-03 4.3419 1.413e-05 ***
## hour11:dow5 5.2101e-03 1.1671e-03 4.4641 8.042e-06 ***
## hour12:dow5 4.1889e-03 1.1924e-03 3.5129 0.0004432 ***
## hour13:dow5 2.2037e-03 1.3767e-03 1.6008 0.1094298
## hour14:dow5 -1.1855e-03 1.4148e-03 -0.8379 0.4020601
## hour15:dow5 -3.5233e-03 1.5048e-03 -2.3414 0.0192108 *
## hour16:dow5 -1.9024e-03 2.1156e-03 -0.8992 0.3685288
## hour17:dow5 -4.3396e-03 1.4775e-03 -2.9371 0.0033134 **
## hour18:dow5 -4.0836e-03 1.5584e-03 -2.6205 0.0087813 **
## hour19:dow5 -4.5533e-03 1.4435e-03 -3.1544 0.0016081 **
## hour20:dow5 -3.6207e-03 1.5066e-03 -2.4032 0.0162515 *
## hour21:dow5 -2.4749e-03 1.5519e-03 -1.5947 0.1107700
## hour22:dow5 6.3135e-05 1.6311e-03 0.0387 0.9691232
## hour23:dow5 2.8304e-03 1.5242e-03 1.8569 0.0633266 .
## hour1:dow6 1.0388e-04 1.8491e-03 0.0562 0.9552007
## hour2:dow6 1.5680e-03 1.9446e-03 0.8063 0.4200725
## hour3:dow6 3.3348e-03 1.7695e-03 1.8846 0.0594885 .
## hour4:dow6 5.9069e-03 1.8065e-03 3.2699 0.0010758 **
## hour5:dow6 5.1047e-03 1.5718e-03 3.2476 0.0011640 **
## hour6:dow6 4.5845e-03 1.5256e-03 3.0051 0.0026552 **
## hour7:dow6 5.4701e-03 1.3609e-03 4.0194 5.834e-05 ***
## hour8:dow6 5.7842e-03 1.2928e-03 4.4742 7.669e-06 ***
## hour9:dow6 6.0336e-03 1.2718e-03 4.7442 2.093e-06 ***
## hour10:dow6 6.2787e-03 1.2718e-03 4.9368 7.940e-07 ***
## hour11:dow6 6.3992e-03 1.2753e-03 5.0180 5.221e-07 ***
## hour12:dow6 5.5851e-03 1.2984e-03 4.3015 1.696e-05 ***
## hour13:dow6 3.9053e-03 1.4698e-03 2.6570 0.0078842 **
## hour14:dow6 9.8998e-04 1.5540e-03 0.6370 0.5240980
## hour15:dow6 -1.0267e-03 1.6525e-03 -0.6213 0.5344102
## hour16:dow6 8.7888e-04 2.2977e-03 0.3825 0.7020842
## hour17:dow6 -1.1234e-03 1.9232e-03 -0.5841 0.5591348
## hour18:dow6 6.2127e-03 6.9349e-03 0.8959 0.3703284
## hour19:dow6 4.1880e-02 4.2660e-02 0.9817 0.3262432
## hour20:dow6 5.0393e-02 4.9354e-02 1.0211 0.3072306
## hour21:dow6 2.3003e-03 2.4050e-03 0.9565 0.3388395
## hour22:dow6 5.8577e-03 2.3216e-03 2.5231 0.0116335 *
## hour23:dow6 1.6522e-02 6.1378e-03 2.6919 0.0071055 **
## hour1:dow7 -8.5487e-04 3.5567e-03 -0.2404 0.8100538
## hour2:dow7 -3.4069e-04 3.4809e-03 -0.0979 0.9220318
## hour3:dow7 1.1620e-03 3.3525e-03 0.3466 0.7288960
## hour4:dow7 1.3337e-03 3.3000e-03 0.4041 0.6861106
## hour5:dow7 -1.5414e-04 3.2014e-03 -0.0481 0.9615995
## hour6:dow7 -1.7590e-03 3.0936e-03 -0.5686 0.5696261
## hour7:dow7 -1.7086e-03 2.9891e-03 -0.5716 0.5675860
## hour8:dow7 -1.9990e-03 2.9442e-03 -0.6790 0.4971631
## hour9:dow7 -1.6534e-03 2.9451e-03 -0.5614 0.5745287
## hour10:dow7 -1.1924e-03 3.0232e-03 -0.3944 0.6932724
## hour11:dow7 -1.4784e-03 2.9389e-03 -0.5030 0.6149317
## hour12:dow7 -1.2782e-03 2.9814e-03 -0.4287 0.6681245
## hour13:dow7 -1.1307e-03 3.0973e-03 -0.3650 0.7150805
## hour14:dow7 -1.0037e-03 3.1069e-03 -0.3231 0.7466442
## hour15:dow7 -1.8768e-03 3.1195e-03 -0.6016 0.5474133
## hour16:dow7 5.8447e-04 3.4526e-03 0.1693 0.8655729
## hour17:dow7 -1.1453e-03 3.1714e-03 -0.3611 0.7180073
## hour18:dow7 -9.1110e-05 3.2022e-03 -0.0285 0.9773015
## hour19:dow7 -5.3239e-04 3.1986e-03 -0.1664 0.8678064
## hour20:dow7 1.3853e-04 3.3359e-03 0.0415 0.9668755
## hour21:dow7 7.7920e-04 3.3676e-03 0.2314 0.8170206
## hour22:dow7 1.2482e-03 3.3435e-03 0.3733 0.7089046
## hour23:dow7 2.5189e-03 3.3201e-03 0.7587 0.4480362
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Call:
## glm(formula = form, data = df)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -0.051092 -0.000109 0.000574 0.001300 0.017478
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -7.648e-05 9.334e-04 -0.082 0.9348
## lin1 1.090e-05 1.109e-05 0.983 0.3265
## lin2 2.123e-05 8.816e-06 2.408 0.0166 *
## postchange -2.420e-03 1.267e-03 -1.910 0.0570 .
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for gaussian family taken to be 3.125837e-05)
##
## Null deviance: 0.0099035 on 313 degrees of freedom
## Residual deviance: 0.0096901 on 310 degrees of freedom
## AIC: -2360.1
##
## Number of Fisher Scoring iterations: 2
##
##
## z test of coefficients:
##
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) -7.6481e-05 1.9824e-04 -0.3858 0.69964
## lin1 1.0901e-05 7.7173e-06 1.4125 0.15779
## lin2 2.1230e-05 7.4295e-06 2.8575 0.00427 **
## postchange -2.4199e-03 1.0539e-03 -2.2961 0.02167 *
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
Results
Step 1 Results
| idx | title | model | formula | chgDate | chgVal | aic | deviance |
|---|---|---|---|---|---|---|---|
| 1 | SMC - Hourly Chats | model2 | winchib ~ hour * dow - 1 | 2016-08-17 | 0_30 | 14361.479 | 2.656847e+06 |
| 2 | SMC - Hourly Chats | model2 | winchib ~ hour * dow - 1 | 2016-09-1 | 30_50 | 13874.117 | 1.849267e+06 |
| 3 | SMC - Hourly Chats | model2 | winchib ~ hour * dow - 1 | 2016-09-07 | 50_100 | 13974.892 | 1.993147e+06 |
| 4 | SMC - Hourly Chat Rate per Session | model2 | rate_winchib ~ hour * dow - 1 | 2016-08-17 | 0_30 | -17095.588 | 1.849000e-04 |
| 5 | SMC - Hourly Chat Rate per Session | model2 | rate_winchib ~ hour * dow - 1 | 2016-09-1 | 30_50 | -17527.645 | 1.341000e-04 |
| 6 | SMC - Hourly Chat Rate per Session | model2 | rate_winchib ~ hour * dow - 1 | 2016-09-07 | 50_100 | -17517.996 | 1.351000e-04 |
| 7 | SMC - Hourly Chats | model2 | wincall ~ hour * dow - 1 | 2016-08-17 | 0_30 | 16710.346 | 1.523369e+07 |
| 8 | SMC - Hourly Chats | model2 | wincall ~ hour * dow - 1 | 2016-09-1 | 30_50 | 15226.813 | 5.055674e+06 |
| 9 | SMC - Hourly Chats | model2 | wincall ~ hour * dow - 1 | 2016-09-07 | 50_100 | 15471.038 | 6.062310e+06 |
| 10 | SMC - Hourly Chat Rate per Session | model2 | rate_wincall ~ hour * dow - 1 | 2016-08-17 | 0_30 | -14707.048 | 1.092100e-03 |
| 11 | SMC - Hourly Chat Rate per Session | model2 | rate_wincall ~ hour * dow - 1 | 2016-09-1 | 30_50 | -16896.265 | 2.145000e-04 |
| 12 | SMC - Hourly Chat Rate per Session | model2 | rate_wincall ~ hour * dow - 1 | 2016-09-07 | 50_100 | -16808.741 | 2.289000e-04 |
| 13 | Xbox - Hourly Chats | model2 | xbxchib ~ hour * dow - 1 | 2016-10-11 | 0_10 | 14922.171 | 4.404659e+06 |
| 14 | Xbox - Hourly Chats | model2 | xbxchib ~ hour * dow - 1 | 2016-10-18 | 10_30 | 14360.080 | 3.415325e+06 |
| 15 | Xbox - Hourly Chats | model2 | xbxchib ~ hour * dow - 1 | 2016-11-01 | 30_50 | 13799.365 | 2.226088e+06 |
| 16 | Xbox - Hourly Chats | model2 | xbxchib ~ hour * dow - 1 | 2016-12-15 | 50_90 | 16113.695 | 9.775728e+06 |
| 17 | Xbox - Hourly Chats | model2 | xbxchib ~ hour * dow - 1 | 2016-11-17 | content change | 13961.749 | 2.346727e+06 |
| 18 | Xbox - Hourly Chat Rate per Session | model2 | rate_xbxchib ~ hour * dow - 1 | 2016-10-11 | 0_10 | -12740.829 | 4.278000e-03 |
| 19 | Xbox - Hourly Chat Rate per Session | model2 | rate_xbxchib ~ hour * dow - 1 | 2016-10-18 | 10_30 | -12504.123 | 4.239800e-03 |
| 20 | Xbox - Hourly Chat Rate per Session | model2 | rate_xbxchib ~ hour * dow - 1 | 2016-11-01 | 30_50 | -12505.257 | 4.236100e-03 |
| 21 | Xbox - Hourly Chat Rate per Session | model2 | rate_xbxchib ~ hour * dow - 1 | 2016-12-15 | 50_90 | -14336.774 | 1.438200e-03 |
| 22 | Xbox - Hourly Chat Rate per Session | model2 | rate_xbxchib ~ hour * dow - 1 | 2016-11-17 | content change | -12584.037 | 4.331200e-03 |
| 23 | Xbox - Hourly Chats | model2 | xbxcall ~ hour * dow - 1 | 2016-10-11 | 0_10 | 18272.047 | 5.436380e+07 |
| 24 | Xbox - Hourly Chats | model2 | xbxcall ~ hour * dow - 1 | 2016-10-18 | 10_30 | 18061.048 | 5.759519e+07 |
| 25 | Xbox - Hourly Chats | model2 | xbxcall ~ hour * dow - 1 | 2016-11-01 | 30_50 | 17821.557 | 4.797221e+07 |
| 26 | Xbox - Hourly Chats | model2 | xbxcall ~ hour * dow - 1 | 2016-12-15 | 50_90 | 20701.384 | 2.961375e+08 |
| 27 | Xbox - Hourly Chats | model2 | xbxcall ~ hour * dow - 1 | 2016-11-17 | content change | 17949.031 | 4.811962e+07 |
| 28 | Xbox - Hourly Chat Rate per Session | model2 | rate_xbxcall ~ hour * dow - 1 | 2016-10-11 | 0_10 | -7358.896 | 2.424874e-01 |
| 29 | Xbox - Hourly Chat Rate per Session | model2 | rate_xbxcall ~ hour * dow - 1 | 2016-10-18 | 10_30 | -7200.002 | 2.430971e-01 |
| 30 | Xbox - Hourly Chat Rate per Session | model2 | rate_xbxcall ~ hour * dow - 1 | 2016-11-01 | 30_50 | -7208.693 | 2.414895e-01 |
| 31 | Xbox - Hourly Chat Rate per Session | model2 | rate_xbxcall ~ hour * dow - 1 | 2016-12-15 | 50_90 | -9933.674 | 3.798130e-02 |
| 32 | Xbox - Hourly Chat Rate per Session | model2 | rate_xbxcall ~ hour * dow - 1 | 2016-11-17 | content change | -7250.125 | 2.463334e-01 |
Step 2 Results
| idx | title | model | formula | chgDate | chgVal | chgCoef.fit | chgCoef.smry | chgStd.smry | chgZval.cfit | chgPval.cfit | s |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | SMC - Hourly Chats | model2 | step1residuals ~ lin1 + lin2 + postchange | 2016-08-17 | 0_30 | 11.3230165 | 11.3230165 | 7.0885102 | 1.5661839 | 0.1173056 | | |
| 2 | SMC - Hourly Chats | model2 | step1residuals ~ lin1 + lin2 + postchange | 2016-09-1 | 30_50 | 29.2664588 | 29.2664588 | 6.9256103 | 4.3589213 | 0.0000131 | | *** |
| 3 | SMC - Hourly Chats | model2 | step1residuals ~ lin1 + lin2 + postchange | 2016-09-07 | 50_100 | 24.8898163 | 24.8898163 | 6.9070062 | 2.8106761 | 0.0049438 | | ** |
| 4 | SMC - Hourly Chat Rate per Session | model2 | step1residuals ~ lin1 + lin2 + postchange | 2016-08-17 | 0_30 | 0.0002582 | 0.0002582 | 0.0000607 | 4.3680929 | 0.0000125 | | *** |
| 5 | SMC - Hourly Chat Rate per Session | model2 | step1residuals ~ lin1 + lin2 + postchange | 2016-09-1 | 30_50 | 0.0001993 | 0.0001993 | 0.0000739 | 4.1084563 | 0.0000398 | | *** |
| 6 | SMC - Hourly Chat Rate per Session | model2 | step1residuals ~ lin1 + lin2 + postchange | 2016-09-07 | 50_100 | -0.0000933 | -0.0000933 | 0.0000768 | -0.9634414 | 0.3353261 | | |
| 7 | SMC - Hourly Chats | model2 | step1residuals ~ lin1 + lin2 + postchange | 2016-08-17 | 0_30 | -40.9757810 | -40.9757810 | 7.0529416 | -6.8932494 | 0.0000000 | | *** |
| 8 | SMC - Hourly Chats | model2 | step1residuals ~ lin1 + lin2 + postchange | 2016-09-1 | 30_50 | -1.4635176 | -1.4635176 | 11.5858723 | -0.1541942 | 0.8774566 | | |
| 9 | SMC - Hourly Chats | model2 | step1residuals ~ lin1 + lin2 + postchange | 2016-09-07 | 50_100 | 46.6517171 | 46.6517171 | 14.3716597 | 2.6510273 | 0.0080247 | | ** |
| 10 | SMC - Hourly Chat Rate per Session | model2 | step1residuals ~ lin1 + lin2 + postchange | 2016-08-17 | 0_30 | -0.0001513 | -0.0001513 | 0.0000702 | -2.4578995 | 0.0139752 | | * |
| 11 | SMC - Hourly Chat Rate per Session | model2 | step1residuals ~ lin1 + lin2 + postchange | 2016-09-1 | 30_50 | -0.0000475 | -0.0000475 | 0.0001099 | -0.6386426 | 0.5230555 | | |
| 12 | SMC - Hourly Chat Rate per Session | model2 | step1residuals ~ lin1 + lin2 + postchange | 2016-09-07 | 50_100 | -0.0001321 | -0.0001321 | 0.0001208 | -0.6620145 | 0.5079619 | | |
| 13 | Xbox - Hourly Chats | model2 | step1residuals ~ lin1 + lin2 + postchange | 2016-10-11 | 0_10 | -17.5168850 | -17.5168850 | 7.4596441 | -2.3011415 | 0.0213836 | | * |
| 14 | Xbox - Hourly Chats | model2 | step1residuals ~ lin1 + lin2 + postchange | 2016-10-18 | 10_30 | -19.9198134 | -19.9198134 | 5.9423699 | -3.7652468 | 0.0001664 | | *** |
| 15 | Xbox - Hourly Chats | model2 | step1residuals ~ lin1 + lin2 + postchange | 2016-11-01 | 30_50 | 54.3106616 | 54.3106616 | 7.3699823 | 7.4236595 | 0.0000000 | | *** |
| 16 | Xbox - Hourly Chats | model2 | step1residuals ~ lin1 + lin2 + postchange | 2016-12-15 | 50_90 | 11.3858060 | 11.3858060 | 8.9143699 | 1.2924347 | 0.1962067 | | |
| 17 | Xbox - Hourly Chats | model2 | step1residuals ~ lin1 + lin2 + postchange | 2016-11-17 | content change | -9.1446783 | -9.1446783 | 7.7282382 | -1.5721973 | 0.1159048 | | |
| 18 | Xbox - Hourly Chat Rate per Session | model2 | step1residuals ~ lin1 + lin2 + postchange | 2016-10-11 | 0_10 | -0.0002608 | -0.0002608 | 0.0001476 | -2.8042594 | 0.0050432 | | ** |
| 19 | Xbox - Hourly Chat Rate per Session | model2 | step1residuals ~ lin1 + lin2 + postchange | 2016-10-18 | 10_30 | 0.0004519 | 0.0004519 | 0.0007122 | 1.6860949 | 0.0917775 | | . |
| 20 | Xbox - Hourly Chat Rate per Session | model2 | step1residuals ~ lin1 + lin2 + postchange | 2016-11-01 | 30_50 | 0.0006066 | 0.0006066 | 0.0001820 | 5.0219887 | 0.0000005 | | *** |
| 21 | Xbox - Hourly Chat Rate per Session | model2 | step1residuals ~ lin1 + lin2 + postchange | 2016-12-15 | 50_90 | -0.0000288 | -0.0000288 | 0.0001041 | -0.3041585 | 0.7610071 | | |
| 22 | Xbox - Hourly Chat Rate per Session | model2 | step1residuals ~ lin1 + lin2 + postchange | 2016-11-17 | content change | -0.0003712 | -0.0003712 | 0.0001820 | -2.4575322 | 0.0139895 | | * |
| 23 | Xbox - Hourly Chats | model2 | step1residuals ~ lin1 + lin2 + postchange | 2016-10-11 | 0_10 | -108.4195944 | -108.4195944 | 36.0597683 | -3.7295413 | 0.0001918 | | *** |
| 24 | Xbox - Hourly Chats | model2 | step1residuals ~ lin1 + lin2 + postchange | 2016-10-18 | 10_30 | -100.9104303 | -100.9104303 | 28.2799165 | -4.0233005 | 0.0000574 | | *** |
| 25 | Xbox - Hourly Chats | model2 | step1residuals ~ lin1 + lin2 + postchange | 2016-11-01 | 30_50 | 280.9022804 | 280.9022804 | 33.7814208 | 7.6465065 | 0.0000000 | | *** |
| 26 | Xbox - Hourly Chats | model2 | step1residuals ~ lin1 + lin2 + postchange | 2016-12-15 | 50_90 | 71.1325275 | 71.1325275 | 40.2401878 | 2.0176653 | 0.0436261 | | * |
| 27 | Xbox - Hourly Chats | model2 | step1residuals ~ lin1 + lin2 + postchange | 2016-11-17 | content change | -28.0767481 | -28.0767481 | 27.3971938 | -1.1546877 | 0.2482183 | | |
| 28 | Xbox - Hourly Chat Rate per Session | model2 | step1residuals ~ lin1 + lin2 + postchange | 2016-10-11 | 0_10 | -0.0016165 | -0.0016165 | 0.0010248 | -2.9612395 | 0.0030640 | | ** |
| 29 | Xbox - Hourly Chat Rate per Session | model2 | step1residuals ~ lin1 + lin2 + postchange | 2016-10-18 | 10_30 | 0.0033385 | 0.0033385 | 0.0054745 | 1.6298699 | 0.1031290 | | |
| 30 | Xbox - Hourly Chat Rate per Session | model2 | step1residuals ~ lin1 + lin2 + postchange | 2016-11-01 | 30_50 | 0.0028922 | 0.0028922 | 0.0012835 | 3.8014195 | 0.0001439 | | *** |
| 31 | Xbox - Hourly Chat Rate per Session | model2 | step1residuals ~ lin1 + lin2 + postchange | 2016-12-15 | 50_90 | 0.0002145 | 0.0002145 | 0.0004752 | 0.5632064 | 0.5732943 | | |
| 32 | Xbox - Hourly Chat Rate per Session | model2 | step1residuals ~ lin1 + lin2 + postchange | 2016-11-17 | content change | -0.0024199 | -0.0024199 | 0.0012667 | -2.2961379 | 0.0216680 | | * |
Done
## [1] "Version 0.1 created on 26 Mar 2017 - 19:04:18 took 94.4 secs"